DataFrame
NO COMPARISON TARGET
43546
ROWS
4
DUPLICATES
32.3 MB
RAM
77
FEATURES
11
CATEGORICAL
66
NUMERICAL
0
TEXT
2.1.4
Get updates, docs & report issues here
Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
TAB1
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
2
TAB5
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
3
TAB7
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
31
(<1%)
ZEROES:
153
(<1%)
MAX
30.0
95%
21.0
Q3
9.0
AVG
7.1
MEDIAN
5.0
Q1
3.0
5%
1.0
MIN
0.0
RANGE
30.0
IQR
6.00
STD
6.34
VAR
40.2
KURT.
2.81
SKEW
1.75
SUM
307k
4
TAB8
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
31
(<1%)
ZEROES:
187
(<1%)
MAX
30.0
95%
17.0
Q3
5.0
AVG
4.6
MEDIAN
3.0
Q1
2.0
5%
1.0
MIN
0.0
RANGE
30.0
IQR
3.00
STD
5.37
VAR
28.8
KURT.
6.13
SKEW
2.42
SUM
202k
5
TAB9
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
31
(<1%)
ZEROES:
219
(<1%)
MAX
30.0
95%
13.0
Q3
3.0
AVG
3.4
MEDIAN
2.0
Q1
1.0
5%
1.0
MIN
0.0
RANGE
30.0
IQR
2.00
STD
4.61
VAR
21.2
KURT.
8.68
SKEW
2.84
SUM
148k
6
TAB10
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
7
Total_Num_Inflow_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
263
(<1%)
ZEROES:
---
MAX
3,153
95%
58
Q3
28
AVG
24
MEDIAN
18
Q1
11
5%
6
MIN
1
RANGE
3,152
IQR
17.0
STD
29.7
VAR
882
KURT.
3,357
SKEW
38.1
SUM
1.0M
8
Total_Amt_Inflow_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
42,628
(98%)
ZEROES:
---
MAX
9.4M
95%
0.1M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
0.0M
RANGE
9.4M
IQR
37,994
STD
104k
VAR
10.9B
KURT.
1,891
SKEW
29.6
SUM
1.8B
9
Total_Num_Outflow_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
982
(2%)
ZEROES:
---
MAX
2,758
95%
486
Q3
255
AVG
184
MEDIAN
142
Q1
68
5%
19
MIN
1
RANGE
2,757
IQR
187
STD
158
VAR
25,064
KURT.
8.08
SKEW
1.96
SUM
8.0M
10
Total_Amt_Outflow_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
43,172
(>99%)
ZEROES:
---
MAX
-0.0M
95%
-0.0M
Q3
-0.0M
MEDIAN
-0.0M
AVG
-0.0M
Q1
-0.0M
5%
-0.1M
MIN
-8.8M
RANGE
8.8M
IQR
37,523
STD
100k
VAR
10.0B
KURT.
2,083
SKEW
-32.5
SUM
-1.7B
11
Num_Inflow_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
249
(<1%)
ZEROES:
---
MAX
2,008
95%
52
Q3
25
AVG
21
MEDIAN
16
Q1
9
5%
5
MIN
1
RANGE
2,007
IQR
16.0
STD
24.1
VAR
580
KURT.
1,206
SKEW
20.1
SUM
910k
12
Num_MoneySend_In_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
12
(<1%)
ZEROES:
43,522
(>99%)
MAX
59.0
95%
0.0
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
59.0
IQR
0.00
STD
0.307
VAR
0.094
KURT.
31,462
SKEW
167
SUM
155
13
Num_Elec_In_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
113
(<1%)
ZEROES:
7,147
(16%)
MAX
390
95%
14
Q3
6
AVG
5
MEDIAN
3
Q1
1
5%
0
MIN
0
RANGE
390
IQR
5.00
STD
7.03
VAR
49.4
KURT.
488
SKEW
14.8
SUM
202k
14
Num_Pmt_In_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
188
(<1%)
ZEROES:
6,956
(16%)
MAX
1,993
95%
32
Q3
12
AVG
10
MEDIAN
5
Q1
2
5%
0
MIN
0
RANGE
1,993
IQR
10.0
STD
18.9
VAR
356
KURT.
3,017
SKEW
34.9
SUM
422k
15
Num_CW_ATM_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
116
(<1%)
ZEROES:
4,968
(11%)
MAX
315
95%
30
Q3
13
AVG
10
MEDIAN
6
Q1
2
5%
0
MIN
0
RANGE
315
IQR
11.0
STD
10.9
VAR
118
KURT.
29.6
SKEW
3.31
SUM
416k
16
Num_EDO_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
82
(<1%)
ZEROES:
23,331
(54%)
MAX
117
95%
20
Q3
5
AVG
4
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
117
IQR
5.00
STD
7.50
VAR
56.3
KURT.
17.2
SKEW
3.31
SUM
174k
17
Num_POS_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
322
(<1%)
ZEROES:
4,067
(9%)
MAX
598
95%
106
Q3
43
AVG
31
MEDIAN
18
Q1
5
5%
0
MIN
0
RANGE
598
IQR
38.0
STD
38.4
VAR
1,477
KURT.
12.6
SKEW
2.68
SUM
1.4M
18
Num_Loan_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
13
(<1%)
ZEROES:
43,402
(>99%)
MAX
46.0
95%
0.0
Q3
0.0
AVG
0.0
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
46.0
IQR
0.00
STD
0.316
VAR
0.100
KURT.
11,816
SKEW
93.2
SUM
423
19
Num_SO_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
27
(<1%)
ZEROES:
42,297
(97%)
MAX
45.0
95%
0.0
Q3
0.0
AVG
0.1
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
45.0
IQR
0.00
STD
0.885
VAR
0.783
KURT.
407
SKEW
15.7
SUM
4,720
20
Num_Prepaid_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
215
(<1%)
ZEROES:
10,080
(23%)
MAX
386
95%
59
Q3
23
AVG
17
MEDIAN
9
Q1
1
5%
0
MIN
0
RANGE
386
IQR
22.0
STD
22.5
VAR
508
KURT.
17.6
SKEW
3.11
SUM
720k
21
Num_RTC_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
92
(<1%)
ZEROES:
32,647
(75%)
MAX
231
95%
7
Q3
1
AVG
1
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
231
IQR
1.00
STD
5.19
VAR
26.9
KURT.
271
SKEW
12.2
SUM
59,598
22
Num_CNP_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
189
(<1%)
ZEROES:
28,170
(65%)
MAX
752
95%
25
Q3
3
AVG
5
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
752
IQR
3.00
STD
14.9
VAR
223
KURT.
263
SKEW
10.4
SUM
203k
23
Num_Pmt_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
237
(<1%)
ZEROES:
10,394
(24%)
MAX
744
95%
45
Q3
17
AVG
13
MEDIAN
6
Q1
1
5%
0
MIN
0
RANGE
744
IQR
16.0
STD
21.0
VAR
442
KURT.
88.2
SKEW
6.29
SUM
558k
24
Amt_Outflow_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
43,099
(99%)
ZEROES:
---
MAX
-0.0M
95%
-0.0M
Q3
-0.0M
MEDIAN
-0.0M
AVG
-0.0M
Q1
-0.0M
5%
-0.1M
MIN
-6.5M
RANGE
6.5M
IQR
33,860
STD
84,968
VAR
7.2B
KURT.
1,391
SKEW
-26.4
SUM
-1.6B
25
Amt_CW_ATM_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
4,865
(11%)
ZEROES:
4,968
(11%)
MAX
0k
95%
0k
Q3
-1k
MEDIAN
-3k
AVG
-6k
Q1
-8k
5%
-22k
MIN
-673k
RANGE
673k
IQR
7,050
STD
11,647
VAR
135.7M
KURT.
505
SKEW
-14.4
SUM
-270.4M
26
Amt_EDO_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
16,706
(38%)
ZEROES:
23,331
(54%)
MAX
0.0M
95%
0.0M
Q3
0.0M
MEDIAN
0.0M
AVG
-0.0M
Q1
-0.0M
5%
-0.0M
MIN
-4.9M
RANGE
4.9M
IQR
2,044
STD
27,287
VAR
744.6M
KURT.
24,741
SKEW
-143
SUM
-162.9M
27
Amt_POS_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
37,585
(86%)
ZEROES:
4,067
(9%)
MAX
0k
95%
0k
Q3
-1k
MEDIAN
-4k
AVG
-9k
Q1
-10k
5%
-32k
MIN
-831k
RANGE
831k
IQR
9,328
STD
16,040
VAR
257.3M
KURT.
291
SKEW
-10.6
SUM
-373.2M
28
Amt_Loan_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
137
(<1%)
ZEROES:
43,402
(>99%)
MAX
0k
95%
0k
Q3
0k
MEDIAN
0k
AVG
-0k
Q1
0k
5%
0k
MIN
-549k
RANGE
549k
IQR
0.00
STD
5,287
VAR
28.0M
KURT.
5,428
SKEW
-67.8
SUM
-5.5M
29
Amt_SO_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
457
(1%)
ZEROES:
42,297
(97%)
MAX
0
95%
0
Q3
0
MEDIAN
0
AVG
-124
Q1
0
5%
0
MIN
-63,300
RANGE
63,300
IQR
0.00
STD
1,426
VAR
2.0M
KURT.
575
SKEW
-20.9
SUM
-5.4M
30
Amt_Prepaid_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
4,145
(10%)
ZEROES:
10,080
(23%)
MAX
0
95%
0
Q3
-24
MEDIAN
-282
AVG
-679
Q1
-839
5%
-2,669
MIN
-60,385
RANGE
60,385
IQR
815
STD
1,204
VAR
1.4M
KURT.
238
SKEW
-8.57
SUM
-29.6M
31
Amt_RTC_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
4,441
(10%)
ZEROES:
32,647
(75%)
MAX
0.0M
95%
0.0M
Q3
0.0M
MEDIAN
0.0M
AVG
-0.0M
Q1
-0.0M
5%
-0.0M
MIN
-1.7M
RANGE
1.7M
IQR
3.88
STD
22,531
VAR
507.6M
KURT.
1,806
SKEW
-33.6
SUM
-127.8M
32
Amt_CNP_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
11,844
(27%)
ZEROES:
28,170
(65%)
MAX
0.0M
95%
0.0M
Q3
0.0M
MEDIAN
0.0M
AVG
-0.0M
Q1
-0.0M
5%
-0.0M
MIN
-1.1M
RANGE
1.1M
IQR
315
STD
6,796
VAR
46.2M
KURT.
15,323
SKEW
-105
SUM
-36.5M
33
Amt_Pmt_Out_G1_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
16,253
(37%)
ZEROES:
10,394
(24%)
MAX
0.0M
95%
0.0M
Q3
-0.0M
MEDIAN
-0.0M
AVG
-0.0M
Q1
-0.0M
5%
-0.0M
MIN
-3.5M
RANGE
3.5M
IQR
10,587
STD
44,748
VAR
2.0B
KURT.
1,752
SKEW
-31.6
SUM
-501.7M
34
Num_Outflow_CC_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
206
(<1%)
ZEROES:
41,173
(95%)
MAX
434
95%
12
Q3
0
AVG
2
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
434
IQR
0.00
STD
13.9
VAR
194
KURT.
145
SKEW
9.96
SUM
106k
35
Amt_Outflow_CC_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
2,350
(5%)
ZEROES:
41,173
(95%)
MAX
0k
95%
0k
Q3
0k
MEDIAN
0k
AVG
-0k
Q1
0k
5%
-0k
MIN
-164k
RANGE
164k
IQR
0.00
STD
3,356
VAR
11.3M
KURT.
868
SKEW
-25.0
SUM
-13.6M
36
Num_POS_Out_CC_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
95
(<1%)
ZEROES:
42,458
(98%)
MAX
233
95%
0
Q3
0
AVG
0
MEDIAN
0
Q1
0
5%
0
MIN
0
RANGE
233
IQR
0.00
STD
4.16
VAR
17.3
KURT.
638
SKEW
21.1
SUM
15,845
37
Amt_POS_Out_CC_L3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
1,054
(2%)
ZEROES:
42,458
(98%)
MAX
0k
95%
0k
Q3
0k
MEDIAN
0k
AVG
-0k
Q1
0k
5%
0k
MIN
-103k
RANGE
103k
IQR
0.00
STD
1,448
VAR
2.1M
KURT.
1,219
SKEW
-28.7
SUM
-4.6M
38
MinBalanceL3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
12,077
(28%)
ZEROES:
4
(<1%)
MAX
2.1M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
-0.0M
MIN
-0.0M
RANGE
2.1M
IQR
13.3
STD
18,364
VAR
337.2M
KURT.
4,554
SKEW
54.3
SUM
44.4M
39
MinBalanceAVG
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
24,252
(56%)
ZEROES:
---
MAX
3.8M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
-0.0M
RANGE
3.8M
IQR
47.0
STD
25,343
VAR
642.3M
KURT.
11,729
SKEW
87.3
SUM
65.1M
40
MaxBalanceL3M
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
42,597
(98%)
ZEROES:
---
MAX
5.2M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
-0.0M
RANGE
5.2M
IQR
7,974
STD
58,766
VAR
3.5B
KURT.
3,325
SKEW
45.2
SUM
521.3M
41
MaxBalanceAVG
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
43,128
(>99%)
ZEROES:
---
MAX
4.5M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
0.0M
MIN
-0.0M
RANGE
4.5M
IQR
5,532
STD
39,138
VAR
1.5B
KURT.
5,842
SKEW
60.1
SUM
338.6M
42
ALL_Val_Cur_Mth_Instalm_30_Days
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
10,823
(25%)
ZEROES:
5,877
(13%)
MAX
1.1M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
-0.0M
MIN
-0.0M
RANGE
1.1M
IQR
3,087
STD
14,517
VAR
210.7M
KURT.
1,186
SKEW
24.0
SUM
165.0M
43
ALL_Perc_Utilisation
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
403
(<1%)
ZEROES:
2,840
(7%)
MAX
999
95%
135
Q3
88
AVG
49
MEDIAN
38
Q1
-1
5%
-9
MIN
-9
RANGE
1,008
IQR
89.0
STD
76.4
VAR
5,835
KURT.
70.2
SKEW
6.27
SUM
2.1M
44
ALL_Num_Ever_Trades
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
115
(<1%)
ZEROES:
---
MAX
231
95%
20
Q3
7
AVG
4
MEDIAN
3
Q1
1
5%
-9
MIN
-9
RANGE
240
IQR
6.00
STD
10.3
VAR
107
KURT.
25.6
SKEW
2.85
SUM
161k
45
ALL_Num_Open_Satisf_Trades
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
25
(<1%)
ZEROES:
12,130
(28%)
MAX
26.0
95%
6.0
Q3
2.0
MEDIAN
0.0
AVG
-0.4
Q1
0.0
5%
-9.0
MIN
-9.0
RANGE
35.0
IQR
2.00
STD
4.79
VAR
23.0
KURT.
-0.179
SKEW
-0.415
SUM
-18,533
46
ALL_Num_Trades_180_Days
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
37
(<1%)
ZEROES:
23,564
(54%)
MAX
55.0
95%
3.0
Q3
0.0
MEDIAN
0.0
AVG
-1.4
Q1
0.0
5%
-9.0
MIN
-9.0
RANGE
64.0
IQR
0.00
STD
4.07
VAR
16.6
KURT.
2.34
SKEW
-0.357
SUM
-60,196
47
ALL_Val_OD_Bal_1_Year
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
9,453
(22%)
ZEROES:
16,968
(39%)
MAX
1.5M
95%
0.0M
Q3
0.0M
AVG
0.0M
MEDIAN
0.0M
Q1
0.0M
5%
-0.0M
MIN
-0.0M
RANGE
1.5M
IQR
1,105
STD
27,869
VAR
776.7M
KURT.
482
SKEW
15.5
SUM
262.9M
48
C_Telephones
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
6
(<1%)
49
ALL_Perc_Satisf_To_Open_Trades
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
94
(<1%)
ZEROES:
12,130
(28%)
MAX
100
95%
100
Q3
43
AVG
22
MEDIAN
0
Q1
0
5%
-9
MIN
-9
RANGE
109
IQR
43.0
STD
33.5
VAR
1,122
KURT.
0.004
SKEW
1.09
SUM
941k
50
ALL_Avg_Months_On_Book
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
301
(<1%)
ZEROES:
299
(<1%)
MAX
514
95%
101
Q3
43
AVG
28
MEDIAN
22
Q1
-1
5%
-9
MIN
-9
RANGE
523
IQR
44.0
STD
38.2
VAR
1,458
KURT.
7.77
SKEW
2.01
SUM
1.2M
51
ALL_Perc_Payments_2Years
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
104
(<1%)
ZEROES:
3,189
(7%)
MAX
100
95%
92
Q3
71
AVG
36
MEDIAN
35
Q1
0
5%
-9
MIN
-9
RANGE
109
IQR
71.0
STD
36.7
VAR
1,350
KURT.
-1.48
SKEW
0.152
SUM
1.6M
52
ALL_Time_MR_Trade
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
255
(<1%)
ZEROES:
2,460
(6%)
MAX
514
95%
63
Q3
25
AVG
15
MEDIAN
7
Q1
0
5%
-9
MIN
-9
RANGE
523
IQR
25.0
STD
27.3
VAR
748
KURT.
22.7
SKEW
3.31
SUM
661k
53
ALL_Num_Open_Trades
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
33
(<1%)
ZEROES:
2,300
(5%)
MAX
31.0
95%
9.0
Q3
4.0
MEDIAN
2.0
AVG
0.8
Q1
0.0
5%
-9.0
MIN
-9.0
RANGE
40.0
IQR
4.00
STD
5.66
VAR
32.0
KURT.
-0.279
SKEW
-0.329
SUM
35,362
54
Has_Deed
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
55
Debt_Review_Score
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
230
(<1%)
ZEROES:
---
MAX
861
95%
836
Q3
789
MEDIAN
739
AVG
729
Q1
672
5%
606
MIN
575
RANGE
286
IQR
117
STD
73.2
VAR
5,361
KURT.
-0.998
SKEW
-0.302
SUM
31.8M
56
ALL_Max_Delq_Ever
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
16
(<1%)
57
Score_MI
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
160
(<1%)
ZEROES:
---
MAX
728
95%
674
Q3
636
MEDIAN
618
AVG
483
Q1
594
5%
1
MIN
1
RANGE
727
IQR
42.0
STD
268
VAR
71,559
KURT.
-0.449
SKEW
-1.23
SUM
21.0M
58
Thin_File_Flag
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
59
Enquiry_Only_Flag
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
60
Num_Accounts_All
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
25
(<1%)
ZEROES:
14,453
(33%)
MAX
26.0
95%
8.0
Q3
3.0
AVG
2.3
MEDIAN
1.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
26.0
IQR
3.00
STD
2.74
VAR
7.50
KURT.
3.94
SKEW
1.73
SUM
99,797
61
Num_Accounts_CC
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
62
Num_Accounts_Veh
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
7
(<1%)
63
Num_USSD
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
48
(<1%)
ZEROES:
38,231
(88%)
MAX
71.0
95%
6.0
Q3
0.0
AVG
0.8
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
71.0
IQR
0.00
STD
3.13
VAR
9.77
KURT.
57.1
SKEW
6.35
SUM
34,374
64
Amt_USSD
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
1,555
(4%)
ZEROES:
38,231
(88%)
MAX
0k
95%
0k
Q3
0k
MEDIAN
0k
AVG
-0k
Q1
0k
5%
-2k
MIN
-800k
RANGE
800k
IQR
0.00
STD
4,686
VAR
22.0M
KURT.
20,274
SKEW
-127
SUM
-16.0M
65
Num_App
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
130
(<1%)
ZEROES:
16,003
(37%)
MAX
242
95%
30
Q3
12
AVG
8
MEDIAN
3
Q1
0
5%
0
MIN
0
RANGE
242
IQR
12.0
STD
11.9
VAR
142
KURT.
21.4
SKEW
3.27
SUM
347k
66
Amt_App
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
14,777
(34%)
ZEROES:
16,003
(37%)
MAX
0.0M
95%
0.0M
Q3
0.0M
MEDIAN
-0.0M
AVG
-0.0M
Q1
-0.0M
5%
-0.0M
MIN
-1.9M
RANGE
1.9M
IQR
5,333
STD
29,348
VAR
861.3M
KURT.
1,188
SKEW
-26.9
SUM
-287.3M
67
Num_Elec
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
26
(<1%)
ZEROES:
35,562
(82%)
MAX
28.0
95%
3.0
Q3
0.0
AVG
0.4
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
28.0
IQR
0.00
STD
1.27
VAR
1.62
KURT.
56.4
SKEW
5.84
SUM
18,351
68
Amt_Elec
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
481
(1%)
ZEROES:
35,562
(82%)
MAX
0
95%
0
Q3
0
MEDIAN
0
AVG
-57
Q1
0
5%
-320
MIN
-13,500
RANGE
13,500
IQR
0.00
STD
240
VAR
57,709
KURT.
400
SKEW
-13.5
SUM
-2.5M
69
Num_Airtime
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
94
(<1%)
ZEROES:
14,380
(33%)
MAX
136
95%
20
Q3
7
AVG
5
MEDIAN
3
Q1
0
5%
0
MIN
0
RANGE
136
IQR
7.00
STD
8.01
VAR
64.2
KURT.
18.6
SKEW
3.23
SUM
236k
70
Amt_Airtime
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
1,695
(4%)
ZEROES:
14,380
(33%)
MAX
0
95%
0
Q3
0
MEDIAN
-68
AVG
-182
Q1
-230
5%
-740
MIN
-8,130
RANGE
8,130
IQR
230
STD
318
VAR
101k
KURT.
45.3
SKEW
-4.77
SUM
-7.9M
71
CW1
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
18,303
(42%)
ZEROES:
7,442
(17%)
MAX
7,500
95%
11
Q3
1
MEDIAN
0
AVG
-14
Q1
0
5%
-99
MIN
-99
RANGE
7,599
IQR
1.27
STD
58.2
VAR
3,391
KURT.
6,583
SKEW
53.4
SUM
-603k
72
CS1
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
20
(<1%)
ZEROES:
25,827
(59%)
MAX
31.0
95%
3.0
Q3
1.0
AVG
0.8
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
31.0
IQR
1.00
STD
1.36
VAR
1.84
KURT.
23.9
SKEW
3.25
SUM
34,644
73
CS2
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
19
(<1%)
ZEROES:
26,497
(61%)
MAX
36.0
95%
3.0
Q3
1.0
AVG
0.8
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
36.0
IQR
1.00
STD
1.36
VAR
1.84
KURT.
32.0
SKEW
3.55
SUM
33,406
74
CS3
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
31
(<1%)
ZEROES:
19,562
(45%)
MAX
44.0
95%
6.0
Q3
2.0
AVG
1.5
MEDIAN
1.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
44.0
IQR
2.00
STD
2.14
VAR
4.57
KURT.
18.6
SKEW
2.95
SUM
63,636
75
CS4
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
9,212
(21%)
ZEROES:
11,452
(26%)
MAX
29.8
95%
0.9
Q3
0.4
AVG
0.2
MEDIAN
0.1
Q1
0.0
5%
0.0
MIN
0.0
RANGE
29.8
IQR
0.360
STD
0.459
VAR
0.211
KURT.
958
SKEW
20.5
SUM
10,669
76
InsufFunds
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
56
(<1%)
ZEROES:
31,677
(73%)
MAX
76.0
95%
4.0
Q3
1.0
AVG
0.8
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
76.0
IQR
1.00
STD
2.59
VAR
6.72
KURT.
153
SKEW
9.68
SUM
34,245
77
VirtualCardTake-up
VALUES:
43,546
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
Associations
[Only including dataset "DataFrame"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
■ Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

• Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
TAB1
MISSING:
---
TOP CATEGORIES
0.0
42,126
97%
1.0
1,420
3%
ALL
43,546
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TAB1
PROVIDES INFORMATION ON...
TAB5
0.72
TAB10
0.66
Has_Deed
0.01
Num_Accounts_CC
0.00
ALL_Max_Delq_Ever
0.00
Thin_File_Flag
0.00
Num_Accounts_Veh
0.00
VirtualCardTake-up
0.00
Enquiry_Only_Flag
0.00
C_Telephones
0.00

THESE FEATURES
GIVE INFORMATION
ON TAB1:
TAB5
0.41
TAB10
0.29
ALL_Max_Delq_Ever
0.04
Has_Deed
0.03
Num_Accounts_CC
0.01
Thin_File_Flag
0.00
Num_Accounts_Veh
0.00
C_Telephones
0.00
VirtualCardTake-up
0.00
Enquiry_Only_Flag
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB1
CORRELATION RATIO WITH...
TAB7
0.48
TAB8
0.43
TAB9
0.30
MinBalanceL3M
0.29
MinBalanceAVG
0.27
MaxBalanceAVG
0.25
MaxBalanceL3M
0.20
Amt_POS_Out_G1_L3M
0.13
CS3
0.13
Amt_Outflow_G1_L3M
0.11
ALL_Avg_Months_On_Book
0.11
Total_Amt_Outflow_L3M
0.11
CS1
0.11
Total_Amt_Inflow_L3M
0.11
TAB5
MISSING:
---
TOP CATEGORIES
0.0
42,848
98%
1.0
698
2%
ALL
43,546
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TAB5
PROVIDES INFORMATION ON...
TAB10
0.85
TAB1
0.41
Has_Deed
0.01
Num_Accounts_CC
0.00
ALL_Max_Delq_Ever
0.00
Thin_File_Flag
0.00
Num_Accounts_Veh
0.00
Enquiry_Only_Flag
0.00
C_Telephones
0.00
VirtualCardTake-up
0.00

THESE FEATURES
GIVE INFORMATION
ON TAB5:
TAB1
0.72
TAB10
0.64
ALL_Max_Delq_Ever
0.05
Has_Deed
0.03
Num_Accounts_CC
0.01
Thin_File_Flag
0.00
Num_Accounts_Veh
0.00
C_Telephones
0.00
Enquiry_Only_Flag
0.00
VirtualCardTake-up
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB5
CORRELATION RATIO WITH...
TAB8
0.42
TAB7
0.41
MinBalanceL3M
0.40
MinBalanceAVG
0.36
TAB9
0.31
MaxBalanceAVG
0.30
MaxBalanceL3M
0.24
Amt_Outflow_G1_L3M
0.10
ALL_Avg_Months_On_Book
0.10
Amt_POS_Out_G1_L3M
0.09
CS3
0.09
Total_Amt_Outflow_L3M
0.08
Amt_Pmt_Out_G1_L3M
0.08
Total_Amt_Inflow_L3M
0.07
TAB7
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TAB8
0.90
TAB9
0.79
Total_Num_Outflow_L3M
-0.22
CS3
-0.21
Num_CW_ATM_Out_G1_L3M
-0.19
MinBalanceL3M
0.19
CS1
-0.18
MinBalanceAVG
0.18
ALL_Num_Trades_180_Days
-0.18
CS2
-0.17
Num_Prepaid_Out_G1_L3M
-0.15
ALL_Num_Open_Trades
-0.15
ALL_Num_Ever_Trades
-0.15
Num_App
-0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB1
0.48
TAB5
0.41
TAB10
0.36
ALL_Max_Delq_Ever
0.20
C_Telephones
0.14
Thin_File_Flag
0.13
Enquiry_Only_Flag
0.07
Has_Deed
0.07
Num_Accounts_CC
0.03
Num_Accounts_Veh
0.02
VirtualCardTake-up
0.01
MOST FREQUENT VALUES
3.0
6,494
14.9%
2.0
6,045
13.9%
4.0
5,269
12.1%
5.0
4,045
9.3%
6.0
2,925
6.7%
1.0
2,839
6.5%
7.0
2,197
5.0%
11.0
1,609
3.7%
8.0
1,597
3.7%
12.0
1,326
3.0%
9.0
1,314
3.0%
10.0
1,228
2.8%
13.0
907
2.1%
30.0
725
1.7%
14.0
618
1.4%
SMALLEST VALUES
0.0
153
0.4%
1.0
2,839
6.5%
2.0
6,045
13.9%
3.0
6,494
14.9%
4.0
5,269
12.1%
5.0
4,045
9.3%
6.0
2,925
6.7%
7.0
2,197
5.0%
8.0
1,597
3.7%
9.0
1,314
3.0%
10.0
1,228
2.8%
11.0
1,609
3.7%
12.0
1,326
3.0%
13.0
907
2.1%
14.0
618
1.4%
LARGEST VALUES
30.0
725
1.7%
29.0
103
0.2%
28.0
111
0.3%
27.0
101
0.2%
26.0
115
0.3%
25.0
134
0.3%
24.0
211
0.5%
23.0
217
0.5%
22.0
303
0.7%
21.0
610
1.4%
20.0
560
1.3%
19.0
285
0.7%
18.0
296
0.7%
17.0
289
0.7%
16.0
414
1.0%
TAB8
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TAB9
0.92
TAB7
0.90
Total_Num_Outflow_L3M
-0.29
Num_CW_ATM_Out_G1_L3M
-0.22
MinBalanceL3M
0.22
MinBalanceAVG
0.20
Num_Prepaid_Out_G1_L3M
-0.20
Num_App
-0.18
CS3
-0.18
Num_Pmt_Out_G1_L3M
-0.18
Num_Inflow_G1_L3M
-0.18
ALL_Num_Trades_180_Days
-0.18
Num_POS_Out_G1_L3M
-0.17
Num_Airtime
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB1
0.43
TAB5
0.42
TAB10
0.39
ALL_Max_Delq_Ever
0.19
C_Telephones
0.15
Thin_File_Flag
0.13
Enquiry_Only_Flag
0.08
Has_Deed
0.05
Num_Accounts_Veh
0.03
VirtualCardTake-up
0.03
Num_Accounts_CC
0.03
MOST FREQUENT VALUES
2.0
11,496
26.4%
1.0
9,862
22.6%
3.0
6,640
15.2%
4.0
3,493
8.0%
5.0
2,061
4.7%
6.0
1,296
3.0%
11.0
1,290
3.0%
7.0
821
1.9%
10.0
816
1.9%
12.0
787
1.8%
9.0
645
1.5%
8.0
635
1.5%
13.0
449
1.0%
20.0
426
1.0%
21.0
335
0.8%
SMALLEST VALUES
0.0
187
0.4%
1.0
9,862
22.6%
2.0
11,496
26.4%
3.0
6,640
15.2%
4.0
3,493
8.0%
5.0
2,061
4.7%
6.0
1,296
3.0%
7.0
821
1.9%
8.0
635
1.5%
9.0
645
1.5%
10.0
816
1.9%
11.0
1,290
3.0%
12.0
787
1.8%
13.0
449
1.0%
14.0
299
0.7%
LARGEST VALUES
30.0
304
0.7%
29.0
62
0.1%
28.0
56
0.1%
27.0
67
0.2%
26.0
50
0.1%
25.0
72
0.2%
24.0
107
0.2%
23.0
119
0.3%
22.0
136
0.3%
21.0
335
0.8%
20.0
426
1.0%
19.0
243
0.6%
18.0
162
0.4%
17.0
168
0.4%
16.0
198
0.5%
TAB9
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
TAB8
0.92
TAB7
0.79
Total_Num_Outflow_L3M
-0.33
Num_CW_ATM_Out_G1_L3M
-0.23
Num_Prepaid_Out_G1_L3M
-0.22
Num_POS_Out_G1_L3M
-0.22
Num_App
-0.20
Num_Inflow_G1_L3M
-0.20
Num_Pmt_Out_G1_L3M
-0.20
MinBalanceL3M
0.20
Num_Airtime
-0.19
Total_Num_Inflow_L3M
-0.18
MinBalanceAVG
0.18
ALL_Num_Trades_180_Days
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB5
0.31
TAB10
0.30
TAB1
0.30
ALL_Max_Delq_Ever
0.18
C_Telephones
0.15
Thin_File_Flag
0.13
Enquiry_Only_Flag
0.09
VirtualCardTake-up
0.05
Num_Accounts_Veh
0.05
Num_Accounts_CC
0.04
Has_Deed
0.02
MOST FREQUENT VALUES
1.0
19,921
45.7%
2.0
10,278
23.6%
3.0
3,802
8.7%
4.0
1,631
3.7%
11.0
1,062
2.4%
5.0
931
2.1%
10.0
843
1.9%
6.0
684
1.6%
9.0
503
1.2%
12.0
490
1.1%
7.0
442
1.0%
8.0
422
1.0%
20.0
366
0.8%
13.0
266
0.6%
19.0
248
0.6%
SMALLEST VALUES
0.0
219
0.5%
1.0
19,921
45.7%
2.0
10,278
23.6%
3.0
3,802
8.7%
4.0
1,631
3.7%
5.0
931
2.1%
6.0
684
1.6%
7.0
442
1.0%
8.0
422
1.0%
9.0
503
1.2%
10.0
843
1.9%
11.0
1,062
2.4%
12.0
490
1.1%
13.0
266
0.6%
14.0
201
0.5%
LARGEST VALUES
30.0
99
0.2%
29.0
36
<0.1%
28.0
37
<0.1%
27.0
28
<0.1%
26.0
34
<0.1%
25.0
45
0.1%
24.0
49
0.1%
23.0
107
0.2%
22.0
88
0.2%
21.0
171
0.4%
20.0
366
0.8%
19.0
248
0.6%
18.0
116
0.3%
17.0
116
0.3%
16.0
135
0.3%
TAB10
MISSING:
---
TOP CATEGORIES
0.0
43,049
99%
1.0
497
1%
ALL
43,546
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
TAB10
PROVIDES INFORMATION ON...
TAB5
0.64
TAB1
0.29
Has_Deed
0.01
Num_Accounts_CC
0.00
ALL_Max_Delq_Ever
0.00
Num_Accounts_Veh
0.00
Thin_File_Flag
0.00
Enquiry_Only_Flag
0.00
C_Telephones
0.00
VirtualCardTake-up
0.00

THESE FEATURES
GIVE INFORMATION
ON TAB10:
TAB5
0.85
TAB1
0.66
ALL_Max_Delq_Ever
0.05
Has_Deed
0.03
Num_Accounts_CC
0.02
Num_Accounts_Veh
0.00
Thin_File_Flag
0.00
C_Telephones
0.00
Enquiry_Only_Flag
0.00
VirtualCardTake-up
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB10
CORRELATION RATIO WITH...
MinBalanceL3M
0.46
MinBalanceAVG
0.41
TAB8
0.39
TAB7
0.36
MaxBalanceAVG
0.33
TAB9
0.30
MaxBalanceL3M
0.26
Amt_POS_Out_G1_L3M
0.09
Amt_Outflow_G1_L3M
0.09
ALL_Avg_Months_On_Book
0.09
Total_Amt_Outflow_L3M
0.08
CS3
0.07
Amt_Pmt_Out_G1_L3M
0.07
Total_Amt_Inflow_L3M
0.07
Total_Num_Inflow_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Inflow_G1_L3M
0.83
Num_Pmt_In_G1_L3M
0.75
Total_Num_Outflow_L3M
0.51
Total_Amt_Outflow_L3M
-0.48
Total_Amt_Inflow_L3M
0.48
Num_Pmt_Out_G1_L3M
0.46
Num_App
0.38
Num_Elec_In_G1_L3M
0.36
Num_POS_Out_G1_L3M
0.30
Num_Prepaid_Out_G1_L3M
0.28
Amt_Outflow_G1_L3M
-0.27
Amt_Prepaid_Out_G1_L3M
-0.27
Amt_POS_Out_G1_L3M
-0.26
Num_RTC_Out_G1_L3M
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.12
ALL_Max_Delq_Ever
0.12
Num_Accounts_Veh
0.09
Thin_File_Flag
0.08
Num_Accounts_CC
0.08
Enquiry_Only_Flag
0.07
VirtualCardTake-up
0.05
Has_Deed
0.04
TAB1
0.02
TAB10
0.01
TAB5
0.00
MOST FREQUENT VALUES
10.0
1,827
4.2%
12.0
1,742
4.0%
9.0
1,728
4.0%
6.0
1,659
3.8%
11.0
1,658
3.8%
8.0
1,645
3.8%
14.0
1,603
3.7%
16.0
1,530
3.5%
15.0
1,499
3.4%
13.0
1,493
3.4%
7.0
1,485
3.4%
18.0
1,477
3.4%
17.0
1,403
3.2%
20.0
1,324
3.0%
19.0
1,256
2.9%
SMALLEST VALUES
1.0
12
<0.1%
2.0
125
0.3%
3.0
215
0.5%
4.0
637
1.5%
5.0
950
2.2%
6.0
1,659
3.8%
7.0
1,485
3.4%
8.0
1,645
3.8%
9.0
1,728
4.0%
10.0
1,827
4.2%
11.0
1,658
3.8%
12.0
1,742
4.0%
13.0
1,493
3.4%
14.0
1,603
3.7%
15.0
1,499
3.4%
LARGEST VALUES
3153.0
1
<0.1%
2008.0
1
<0.1%
818.0
1
<0.1%
814.0
1
<0.1%
796.0
1
<0.1%
640.0
1
<0.1%
617.0
1
<0.1%
589.0
1
<0.1%
563.0
1
<0.1%
535.0
1
<0.1%
528.0
1
<0.1%
504.0
1
<0.1%
473.0
1
<0.1%
472.0
1
<0.1%
445.0
1
<0.1%
Total_Amt_Inflow_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total_Amt_Outflow_L3M
-0.89
Amt_Outflow_G1_L3M
-0.76
Amt_Pmt_Out_G1_L3M
-0.65
Amt_App
-0.61
MaxBalanceL3M
0.55
Amt_RTC_Out_G1_L3M
-0.49
Total_Num_Inflow_L3M
0.48
Amt_POS_Out_G1_L3M
-0.46
MaxBalanceAVG
0.46
Total_Num_Outflow_L3M
0.42
Num_Pmt_Out_G1_L3M
0.35
Num_RTC_Out_G1_L3M
0.34
Num_App
0.34
Amt_EDO_Out_G1_L3M
-0.33

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.16
Num_Accounts_CC
0.16
Has_Deed
0.15
Num_Accounts_Veh
0.15
ALL_Max_Delq_Ever
0.13
TAB1
0.11
Thin_File_Flag
0.08
TAB5
0.07
Enquiry_Only_Flag
0.07
TAB10
0.07
VirtualCardTake-up
0.04
MOST FREQUENT VALUES
350.24
22
<0.1%
350.22
13
<0.1%
350.15
11
<0.1%
350.1
11
<0.1%
350.14
10
<0.1%
700.23
10
<0.1%
350.27
10
<0.1%
350.18
10
<0.1%
350.05
9
<0.1%
350.16
9
<0.1%
700.27
9
<0.1%
350.13
9
<0.1%
350.02
8
<0.1%
700.14
8
<0.1%
350.2
8
<0.1%
SMALLEST VALUES
0.12
1
<0.1%
0.16
1
<0.1%
0.2
1
<0.1%
0.3
1
<0.1%
0.32
1
<0.1%
0.35
1
<0.1%
0.45
1
<0.1%
0.46
1
<0.1%
0.48
1
<0.1%
0.61
1
<0.1%
0.68
1
<0.1%
0.74
1
<0.1%
0.82
1
<0.1%
0.97
1
<0.1%
1.0
1
<0.1%
LARGEST VALUES
9378254.39
1
<0.1%
5755861.42
1
<0.1%
3908996.58
1
<0.1%
3672246.51
1
<0.1%
3343579.21
1
<0.1%
2982256.54
1
<0.1%
2915703.42
1
<0.1%
2745142.63
1
<0.1%
2580353.99
1
<0.1%
2538280.87
1
<0.1%
2445247.05
1
<0.1%
2426319.09
1
<0.1%
2089861.64
1
<0.1%
1918432.63
1
<0.1%
1822879.46
1
<0.1%
Total_Num_Outflow_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_POS_Out_G1_L3M
0.71
Num_Prepaid_Out_G1_L3M
0.71
Num_Pmt_Out_G1_L3M
0.68
Num_App
0.65
Amt_Prepaid_Out_G1_L3M
-0.61
Num_Airtime
0.60
Amt_Airtime
-0.56
Amt_POS_Out_G1_L3M
-0.55
Num_Inflow_G1_L3M
0.54
Total_Num_Inflow_L3M
0.51
Amt_Outflow_G1_L3M
-0.45
Total_Amt_Outflow_L3M
-0.45
Num_CW_ATM_Out_G1_L3M
0.44
Num_EDO_Out_G1_L3M
0.43

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.25
ALL_Max_Delq_Ever
0.24
Num_Accounts_Veh
0.19
Num_Accounts_CC
0.19
Thin_File_Flag
0.17
Enquiry_Only_Flag
0.13
VirtualCardTake-up
0.09
Has_Deed
0.09
TAB1
0.01
TAB10
0.01
TAB5
0.00
MOST FREQUENT VALUES
42.0
211
0.5%
38.0
210
0.5%
64.0
209
0.5%
23.0
206
0.5%
34.0
203
0.5%
26.0
200
0.5%
80.0
199
0.5%
31.0
199
0.5%
40.0
198
0.5%
58.0
196
0.5%
46.0
196
0.5%
48.0
196
0.5%
29.0
191
0.4%
20.0
191
0.4%
21.0
190
0.4%
SMALLEST VALUES
1.0
4
<0.1%
2.0
36
<0.1%
3.0
33
<0.1%
4.0
85
0.2%
5.0
64
0.1%
6.0
94
0.2%
7.0
116
0.3%
8.0
117
0.3%
9.0
122
0.3%
10.0
118
0.3%
11.0
152
0.3%
12.0
137
0.3%
13.0
133
0.3%
14.0
166
0.4%
15.0
162
0.4%
LARGEST VALUES
2758.0
1
<0.1%
2442.0
1
<0.1%
1839.0
1
<0.1%
1718.0
1
<0.1%
1707.0
1
<0.1%
1667.0
1
<0.1%
1604.0
1
<0.1%
1509.0
1
<0.1%
1470.0
1
<0.1%
1430.0
1
<0.1%
1413.0
1
<0.1%
1395.0
1
<0.1%
1361.0
1
<0.1%
1360.0
1
<0.1%
1359.0
1
<0.1%
Total_Amt_Outflow_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total_Amt_Inflow_L3M
-0.89
Amt_Outflow_G1_L3M
0.88
Amt_Pmt_Out_G1_L3M
0.67
Amt_App
0.57
MaxBalanceAVG
-0.53
MaxBalanceL3M
-0.52
Amt_RTC_Out_G1_L3M
0.51
Amt_POS_Out_G1_L3M
0.50
Total_Num_Inflow_L3M
-0.48
Total_Num_Outflow_L3M
-0.45
Amt_EDO_Out_G1_L3M
0.42
Num_Pmt_Out_G1_L3M
-0.37
Num_POS_Out_G1_L3M
-0.35
Num_RTC_Out_G1_L3M
-0.35

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.18
C_Telephones
0.17
Has_Deed
0.15
Num_Accounts_Veh
0.15
ALL_Max_Delq_Ever
0.13
TAB1
0.11
Thin_File_Flag
0.09
TAB5
0.08
Enquiry_Only_Flag
0.08
TAB10
0.08
VirtualCardTake-up
0.04
MOST FREQUENT VALUES
-15.4
46
0.1%
-5.4
29
<0.1%
-15.0
18
<0.1%
-15.8
15
<0.1%
-16.2
8
<0.1%
-16.6
5
<0.1%
-323.3
5
<0.1%
-17.4
5
<0.1%
-30.8
5
<0.1%
-5.0
4
<0.1%
-331.3
4
<0.1%
-18.2
3
<0.1%
-73.3
3
<0.1%
-21.0
3
<0.1%
-343.7
3
<0.1%
SMALLEST VALUES
-8796113.79
1
<0.1%
-6507444.76
1
<0.1%
-5055894.0
1
<0.1%
-4179198.5
1
<0.1%
-3288804.94
1
<0.1%
-3007707.31
1
<0.1%
-2859480.53
1
<0.1%
-2678122.47
1
<0.1%
-2469326.73
1
<0.1%
-2451181.1
1
<0.1%
-2171083.74
1
<0.1%
-1881878.52
1
<0.1%
-1880883.84
1
<0.1%
-1832958.22
1
<0.1%
-1730043.06
1
<0.1%
LARGEST VALUES
-2.4
2
<0.1%
-3.74
1
<0.1%
-5.0
4
<0.1%
-5.4
29
<0.1%
-5.8
2
<0.1%
-6.2
1
<0.1%
-6.7
1
<0.1%
-6.8
1
<0.1%
-7.0
1
<0.1%
-7.89
1
<0.1%
-8.0
2
<0.1%
-9.58
1
<0.1%
-9.62
1
<0.1%
-10.0
1
<0.1%
-10.06
1
<0.1%
Num_Inflow_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Pmt_In_G1_L3M
0.90
Total_Num_Inflow_L3M
0.83
Num_Pmt_Out_G1_L3M
0.54
Total_Num_Outflow_L3M
0.54
Num_App
0.42
Num_Elec_In_G1_L3M
0.42
Num_Prepaid_Out_G1_L3M
0.33
Num_POS_Out_G1_L3M
0.33
Amt_Outflow_G1_L3M
-0.31
Amt_Prepaid_Out_G1_L3M
-0.30
Num_RTC_Out_G1_L3M
0.30
Total_Amt_Outflow_L3M
-0.28
Amt_POS_Out_G1_L3M
-0.28
Num_Airtime
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.12
C_Telephones
0.12
Num_Accounts_Veh
0.10
Thin_File_Flag
0.08
Enquiry_Only_Flag
0.06
Num_Accounts_CC
0.06
VirtualCardTake-up
0.04
Has_Deed
0.03
TAB10
0.01
TAB5
0.00
TAB1
0.00
MOST FREQUENT VALUES
6.0
2,200
5.1%
8.0
2,127
4.9%
10.0
2,125
4.9%
9.0
2,057
4.7%
7.0
1,979
4.5%
12.0
1,970
4.5%
11.0
1,844
4.2%
14.0
1,671
3.8%
13.0
1,618
3.7%
15.0
1,562
3.6%
16.0
1,558
3.6%
17.0
1,440
3.3%
18.0
1,367
3.1%
20.0
1,261
2.9%
5.0
1,174
2.7%
SMALLEST VALUES
1.0
26
<0.1%
2.0
162
0.4%
3.0
338
0.8%
4.0
842
1.9%
5.0
1,174
2.7%
6.0
2,200
5.1%
7.0
1,979
4.5%
8.0
2,127
4.9%
9.0
2,057
4.7%
10.0
2,125
4.9%
11.0
1,844
4.2%
12.0
1,970
4.5%
13.0
1,618
3.7%
14.0
1,671
3.8%
15.0
1,562
3.6%
LARGEST VALUES
2008.0
1
<0.1%
811.0
1
<0.1%
793.0
1
<0.1%
756.0
1
<0.1%
640.0
1
<0.1%
617.0
1
<0.1%
582.0
1
<0.1%
563.0
1
<0.1%
535.0
1
<0.1%
528.0
1
<0.1%
501.0
1
<0.1%
465.0
1
<0.1%
439.0
1
<0.1%
398.0
1
<0.1%
396.0
1
<0.1%
Num_MoneySend_In_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_USSD
0.02
Num_RTC_Out_G1_L3M
0.01
Total_Num_Outflow_L3M
0.01
Num_Inflow_G1_L3M
0.01
Num_CW_ATM_Out_G1_L3M
0.01
Num_Elec
0.01
Total_Num_Inflow_L3M
0.01
Num_CNP_Out_G1_L3M
0.01
ALL_Perc_Payments_2Years
0.01
Amt_Prepaid_Out_G1_L3M
-0.01
Num_Prepaid_Out_G1_L3M
0.01
Amt_CW_ATM_Out_G1_L3M
-0.01
ALL_Avg_Months_On_Book
-0.01
Num_Accounts_All
-0.01

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.02
ALL_Max_Delq_Ever
0.02
VirtualCardTake-up
0.01
Thin_File_Flag
0.00
Has_Deed
0.00
Num_Accounts_CC
0.00
TAB1
0.00
Num_Accounts_Veh
0.00
Enquiry_Only_Flag
0.00
TAB5
0.00
TAB10
0.00
MOST FREQUENT VALUES
0.0
43,522
>99.9%
2.0
6
<0.1%
1.0
4
<0.1%
3.0
4
<0.1%
7.0
2
<0.1%
9.0
2
<0.1%
4.0
1
<0.1%
59.0
1
<0.1%
10.0
1
<0.1%
5.0
1
<0.1%
11.0
1
<0.1%
6.0
1
<0.1%
SMALLEST VALUES
0.0
43,522
>99.9%
1.0
4
<0.1%
2.0
6
<0.1%
3.0
4
<0.1%
4.0
1
<0.1%
5.0
1
<0.1%
6.0
1
<0.1%
7.0
2
<0.1%
9.0
2
<0.1%
10.0
1
<0.1%
11.0
1
<0.1%
59.0
1
<0.1%
LARGEST VALUES
59.0
1
<0.1%
11.0
1
<0.1%
10.0
1
<0.1%
9.0
2
<0.1%
7.0
2
<0.1%
6.0
1
<0.1%
5.0
1
<0.1%
4.0
1
<0.1%
3.0
4
<0.1%
2.0
6
<0.1%
1.0
4
<0.1%
0.0
43,522
>99.9%
Num_Elec_In_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Inflow_G1_L3M
0.42
Total_Num_Inflow_L3M
0.36
Total_Num_Outflow_L3M
0.33
Num_POS_Out_G1_L3M
0.30
Num_Pmt_Out_G1_L3M
0.26
Amt_POS_Out_G1_L3M
-0.25
Amt_Outflow_G1_L3M
-0.24
Num_App
0.23
Amt_CNP_Out_G1_L3M
-0.22
Total_Amt_Outflow_L3M
-0.22
Total_Amt_Inflow_L3M
0.22
Num_EDO_Out_G1_L3M
0.21
Amt_Prepaid_Out_G1_L3M
-0.21
Num_CW_ATM_Out_G1_L3M
0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.11
ALL_Max_Delq_Ever
0.09
TAB1
0.09
Num_Accounts_CC
0.08
Has_Deed
0.08
Num_Accounts_Veh
0.07
Thin_File_Flag
0.06
TAB5
0.06
Enquiry_Only_Flag
0.05
TAB10
0.05
VirtualCardTake-up
0.03
MOST FREQUENT VALUES
3.0
7,881
18.1%
0.0
7,147
16.4%
4.0
4,809
11.0%
1.0
4,505
10.3%
2.0
4,196
9.6%
5.0
2,925
6.7%
6.0
2,898
6.7%
7.0
1,823
4.2%
8.0
1,389
3.2%
9.0
897
2.1%
10.0
778
1.8%
13.0
745
1.7%
12.0
732
1.7%
11.0
620
1.4%
14.0
592
1.4%
SMALLEST VALUES
0.0
7,147
16.4%
1.0
4,505
10.3%
2.0
4,196
9.6%
3.0
7,881
18.1%
4.0
4,809
11.0%
5.0
2,925
6.7%
6.0
2,898
6.7%
7.0
1,823
4.2%
8.0
1,389
3.2%
9.0
897
2.1%
10.0
778
1.8%
11.0
620
1.4%
12.0
732
1.7%
13.0
745
1.7%
14.0
592
1.4%
LARGEST VALUES
390.0
1
<0.1%
308.0
1
<0.1%
275.0
1
<0.1%
220.0
1
<0.1%
216.0
1
<0.1%
202.0
2
<0.1%
186.0
1
<0.1%
180.0
1
<0.1%
179.0
1
<0.1%
165.0
1
<0.1%
145.0
1
<0.1%
144.0
1
<0.1%
140.0
1
<0.1%
139.0
1
<0.1%
138.0
1
<0.1%
Num_Pmt_In_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Inflow_G1_L3M
0.90
Total_Num_Inflow_L3M
0.75
Num_Pmt_Out_G1_L3M
0.41
Total_Num_Outflow_L3M
0.39
Num_App
0.32
Num_Prepaid_Out_G1_L3M
0.28
Num_Airtime
0.24
Num_POS_Out_G1_L3M
0.21
Amt_Airtime
-0.20
Amt_Prepaid_Out_G1_L3M
-0.20
Amt_Outflow_G1_L3M
-0.19
Amt_Pmt_Out_G1_L3M
-0.18
Total_Amt_Outflow_L3M
-0.18
Total_Amt_Inflow_L3M
0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.10
C_Telephones
0.08
Num_Accounts_Veh
0.06
Thin_File_Flag
0.06
Enquiry_Only_Flag
0.05
Num_Accounts_CC
0.02
TAB1
0.02
TAB5
0.02
TAB10
0.02
VirtualCardTake-up
0.02
Has_Deed
0.01
MOST FREQUENT VALUES
0.0
6,956
16.0%
1.0
3,762
8.6%
2.0
3,409
7.8%
3.0
2,877
6.6%
4.0
2,783
6.4%
5.0
2,194
5.0%
6.0
2,170
5.0%
7.0
1,743
4.0%
8.0
1,726
4.0%
9.0
1,485
3.4%
10.0
1,402
3.2%
11.0
1,142
2.6%
12.0
1,142
2.6%
13.0
949
2.2%
14.0
894
2.1%
SMALLEST VALUES
0.0
6,956
16.0%
1.0
3,762
8.6%
2.0
3,409
7.8%
3.0
2,877
6.6%
4.0
2,783
6.4%
5.0
2,194
5.0%
6.0
2,170
5.0%
7.0
1,743
4.0%
8.0
1,726
4.0%
9.0
1,485
3.4%
10.0
1,402
3.2%
11.0
1,142
2.6%
12.0
1,142
2.6%
13.0
949
2.2%
14.0
894
2.1%
LARGEST VALUES
1993.0
1
<0.1%
744.0
1
<0.1%
710.0
1
<0.1%
604.0
1
<0.1%
594.0
2
<0.1%
461.0
1
<0.1%
427.0
1
<0.1%
422.0
1
<0.1%
396.0
1
<0.1%
380.0
1
<0.1%
361.0
1
<0.1%
348.0
1
<0.1%
304.0
1
<0.1%
297.0
1
<0.1%
288.0
1
<0.1%
Num_CW_ATM_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_CW_ATM_Out_G1_L3M
-0.65
CS3
0.54
Total_Num_Outflow_L3M
0.44
CS1
0.41
CS2
0.39
Num_POS_Out_G1_L3M
0.30
Num_Prepaid_Out_G1_L3M
0.28
Num_Airtime
0.23
TAB9
-0.23
Num_Inflow_G1_L3M
0.22
Amt_POS_Out_G1_L3M
-0.22
TAB8
-0.22
Amt_Outflow_G1_L3M
-0.21
TAB7
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
VirtualCardTake-up
0.15
ALL_Max_Delq_Ever
0.13
C_Telephones
0.10
Thin_File_Flag
0.09
TAB1
0.04
Num_Accounts_CC
0.04
Has_Deed
0.04
Enquiry_Only_Flag
0.03
TAB5
0.03
Num_Accounts_Veh
0.03
TAB10
0.02
MOST FREQUENT VALUES
0.0
4,968
11.4%
2.0
3,251
7.5%
1.0
3,203
7.4%
3.0
3,025
6.9%
4.0
2,702
6.2%
5.0
2,514
5.8%
6.0
2,410
5.5%
7.0
1,975
4.5%
8.0
1,974
4.5%
9.0
1,722
4.0%
10.0
1,606
3.7%
11.0
1,341
3.1%
12.0
1,295
3.0%
13.0
1,135
2.6%
14.0
1,044
2.4%
SMALLEST VALUES
0.0
4,968
11.4%
1.0
3,203
7.4%
2.0
3,251
7.5%
3.0
3,025
6.9%
4.0
2,702
6.2%
5.0
2,514
5.8%
6.0
2,410
5.5%
7.0
1,975
4.5%
8.0
1,974
4.5%
9.0
1,722
4.0%
10.0
1,606
3.7%
11.0
1,341
3.1%
12.0
1,295
3.0%
13.0
1,135
2.6%
14.0
1,044
2.4%
LARGEST VALUES
315.0
1
<0.1%
164.0
1
<0.1%
151.0
1
<0.1%
148.0
2
<0.1%
146.0
2
<0.1%
142.0
1
<0.1%
131.0
1
<0.1%
130.0
1
<0.1%
128.0
1
<0.1%
125.0
1
<0.1%
124.0
2
<0.1%
116.0
2
<0.1%
114.0
2
<0.1%
107.0
1
<0.1%
106.0
2
<0.1%
Num_EDO_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Accounts_All
0.46
Total_Num_Outflow_L3M
0.43
ALL_Perc_Payments_2Years
0.42
ALL_Num_Open_Satisf_Trades
0.42
ALL_Num_Open_Trades
0.40
ALL_Num_Ever_Trades
0.39
ALL_Num_Trades_180_Days
0.32
Num_POS_Out_G1_L3M
0.29
Amt_POS_Out_G1_L3M
-0.28
Amt_Outflow_G1_L3M
-0.28
Num_Outflow_CC_L3M
0.28
Score_MI
0.28
Amt_EDO_Out_G1_L3M
-0.27
Amt_Prepaid_Out_G1_L3M
-0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.32
Num_Accounts_CC
0.30
ALL_Max_Delq_Ever
0.28
Num_Accounts_Veh
0.28
Thin_File_Flag
0.18
Has_Deed
0.17
Enquiry_Only_Flag
0.16
TAB10
0.02
TAB1
0.02
TAB5
0.02
VirtualCardTake-up
0.00
MOST FREQUENT VALUES
0.0
23,331
53.6%
3.0
3,453
7.9%
2.0
2,165
5.0%
1.0
2,162
5.0%
6.0
1,657
3.8%
4.0
1,252
2.9%
9.0
969
2.2%
5.0
965
2.2%
12.0
741
1.7%
7.0
692
1.6%
8.0
645
1.5%
10.0
542
1.2%
15.0
474
1.1%
11.0
471
1.1%
14.0
358
0.8%
SMALLEST VALUES
0.0
23,331
53.6%
1.0
2,162
5.0%
2.0
2,165
5.0%
3.0
3,453
7.9%
4.0
1,252
2.9%
5.0
965
2.2%
6.0
1,657
3.8%
7.0
692
1.6%
8.0
645
1.5%
9.0
969
2.2%
10.0
542
1.2%
11.0
471
1.1%
12.0
741
1.7%
13.0
345
0.8%
14.0
358
0.8%
LARGEST VALUES
117.0
1
<0.1%
113.0
1
<0.1%
98.0
2
<0.1%
94.0
1
<0.1%
92.0
1
<0.1%
88.0
1
<0.1%
82.0
2
<0.1%
81.0
3
<0.1%
80.0
2
<0.1%
78.0
1
<0.1%
76.0
3
<0.1%
73.0
1
<0.1%
72.0
1
<0.1%
70.0
2
<0.1%
68.0
2
<0.1%
Num_POS_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total_Num_Outflow_L3M
0.71
Amt_POS_Out_G1_L3M
-0.69
Amt_Prepaid_Out_G1_L3M
-0.42
Num_App
0.41
Amt_Outflow_G1_L3M
-0.39
Num_Prepaid_Out_G1_L3M
0.38
Total_Amt_Outflow_L3M
-0.35
Amt_Airtime
-0.35
Num_Pmt_Out_G1_L3M
0.34
Num_Inflow_G1_L3M
0.33
Total_Amt_Inflow_L3M
0.33
Num_Airtime
0.31
Total_Num_Inflow_L3M
0.30
Num_Elec_In_G1_L3M
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_Veh
0.19
C_Telephones
0.17
Num_Accounts_CC
0.16
ALL_Max_Delq_Ever
0.16
VirtualCardTake-up
0.14
Has_Deed
0.12
Thin_File_Flag
0.11
Enquiry_Only_Flag
0.09
TAB1
0.08
TAB10
0.05
TAB5
0.05
MOST FREQUENT VALUES
0.0
4,067
9.3%
2.0
1,698
3.9%
1.0
1,629
3.7%
3.0
1,345
3.1%
4.0
1,316
3.0%
6.0
1,194
2.7%
5.0
1,152
2.6%
8.0
1,024
2.4%
7.0
1,019
2.3%
10.0
937
2.2%
9.0
899
2.1%
12.0
853
2.0%
11.0
822
1.9%
14.0
774
1.8%
13.0
700
1.6%
SMALLEST VALUES
0.0
4,067
9.3%
1.0
1,629
3.7%
2.0
1,698
3.9%
3.0
1,345
3.1%
4.0
1,316
3.0%
5.0
1,152
2.6%
6.0
1,194
2.7%
7.0
1,019
2.3%
8.0
1,024
2.4%
9.0
899
2.1%
10.0
937
2.2%
11.0
822
1.9%
12.0
853
2.0%
13.0
700
1.6%
14.0
774
1.8%
LARGEST VALUES
598.0
1
<0.1%
492.0
1
<0.1%
489.0
1
<0.1%
465.0
1
<0.1%
463.0
1
<0.1%
446.0
1
<0.1%
442.0
1
<0.1%
421.0
1
<0.1%
413.0
1
<0.1%
403.0
1
<0.1%
401.0
1
<0.1%
382.0
1
<0.1%
378.0
1
<0.1%
376.0
2
<0.1%
371.0
1
<0.1%
Num_Loan_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Loan_Out_G1_L3M
-0.48
Amt_Outflow_G1_L3M
-0.06
Total_Amt_Outflow_L3M
-0.06
Num_EDO_Out_G1_L3M
0.05
ALL_Num_Ever_Trades
0.04
ALL_Perc_Payments_2Years
0.03
Total_Amt_Inflow_L3M
0.03
ALL_Num_Open_Satisf_Trades
0.03
Total_Num_Outflow_L3M
0.03
Num_Accounts_All
0.03
ALL_Num_Open_Trades
0.03
Amt_Airtime
-0.03
ALL_Num_Trades_180_Days
0.03
Amt_Prepaid_Out_G1_L3M
-0.03

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.04
Num_Accounts_Veh
0.03
C_Telephones
0.02
Num_Accounts_CC
0.02
Has_Deed
0.01
Thin_File_Flag
0.01
Enquiry_Only_Flag
0.01
VirtualCardTake-up
0.01
TAB1
0.00
TAB5
0.00
TAB10
0.00
MOST FREQUENT VALUES
0.0
43,402
99.7%
2.0
59
0.1%
1.0
48
0.1%
5.0
12
<0.1%
3.0
9
<0.1%
4.0
6
<0.1%
6.0
2
<0.1%
14.0
2
<0.1%
9.0
2
<0.1%
7.0
1
<0.1%
46.0
1
<0.1%
8.0
1
<0.1%
27.0
1
<0.1%
SMALLEST VALUES
0.0
43,402
99.7%
1.0
48
0.1%
2.0
59
0.1%
3.0
9
<0.1%
4.0
6
<0.1%
5.0
12
<0.1%
6.0
2
<0.1%
7.0
1
<0.1%
8.0
1
<0.1%
9.0
2
<0.1%
14.0
2
<0.1%
27.0
1
<0.1%
46.0
1
<0.1%
LARGEST VALUES
46.0
1
<0.1%
27.0
1
<0.1%
14.0
2
<0.1%
9.0
2
<0.1%
8.0
1
<0.1%
7.0
1
<0.1%
6.0
2
<0.1%
5.0
12
<0.1%
4.0
6
<0.1%
3.0
9
<0.1%
2.0
59
0.1%
1.0
48
0.1%
0.0
43,402
99.7%
Num_SO_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_SO_Out_G1_L3M
-0.58
Num_EDO_Out_G1_L3M
0.17
Total_Num_Outflow_L3M
0.10
ALL_Perc_Payments_2Years
0.09
Num_Accounts_All
0.09
ALL_Num_Open_Satisf_Trades
0.08
Num_POS_Out_G1_L3M
0.08
ALL_Num_Open_Trades
0.08
ALL_Avg_Months_On_Book
0.08
Amt_POS_Out_G1_L3M
-0.07
Amt_Outflow_G1_L3M
-0.07
Total_Amt_Outflow_L3M
-0.06
ALL_Num_Ever_Trades
0.06
Total_Amt_Inflow_L3M
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.08
Has_Deed
0.07
ALL_Max_Delq_Ever
0.06
Num_Accounts_CC
0.06
Num_Accounts_Veh
0.05
Thin_File_Flag
0.04
Enquiry_Only_Flag
0.03
TAB1
0.02
TAB5
0.02
TAB10
0.02
VirtualCardTake-up
0.01
MOST FREQUENT VALUES
0.0
42,297
97.1%
3.0
389
0.9%
1.0
269
0.6%
2.0
233
0.5%
6.0
94
0.2%
4.0
73
0.2%
9.0
32
<0.1%
5.0
29
<0.1%
8.0
27
<0.1%
7.0
21
<0.1%
12.0
17
<0.1%
13.0
16
<0.1%
10.0
13
<0.1%
11.0
10
<0.1%
14.0
7
<0.1%
SMALLEST VALUES
0.0
42,297
97.1%
1.0
269
0.6%
2.0
233
0.5%
3.0
389
0.9%
4.0
73
0.2%
5.0
29
<0.1%
6.0
94
0.2%
7.0
21
<0.1%
8.0
27
<0.1%
9.0
32
<0.1%
10.0
13
<0.1%
11.0
10
<0.1%
12.0
17
<0.1%
13.0
16
<0.1%
14.0
7
<0.1%
LARGEST VALUES
45.0
1
<0.1%
37.0
1
<0.1%
27.0
2
<0.1%
26.0
1
<0.1%
24.0
1
<0.1%
22.0
1
<0.1%
20.0
3
<0.1%
19.0
1
<0.1%
18.0
1
<0.1%
17.0
1
<0.1%
16.0
4
<0.1%
15.0
2
<0.1%
14.0
7
<0.1%
13.0
16
<0.1%
12.0
17
<0.1%
Num_Prepaid_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Airtime
0.88
Total_Num_Outflow_L3M
0.71
Amt_Airtime
-0.67
Amt_Prepaid_Out_G1_L3M
-0.66
Num_App
0.55
Num_Pmt_Out_G1_L3M
0.42
Num_POS_Out_G1_L3M
0.38
Num_Elec
0.34
Num_Inflow_G1_L3M
0.33
Total_Num_Inflow_L3M
0.28
Num_CW_ATM_Out_G1_L3M
0.28
Amt_POS_Out_G1_L3M
-0.28
Num_Pmt_In_G1_L3M
0.28
TAB9
-0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.15
C_Telephones
0.13
Thin_File_Flag
0.11
Num_Accounts_Veh
0.09
Enquiry_Only_Flag
0.07
Num_Accounts_CC
0.05
TAB1
0.03
TAB5
0.02
TAB10
0.02
VirtualCardTake-up
0.02
Has_Deed
0.01
MOST FREQUENT VALUES
0.0
10,080
23.1%
1.0
1,715
3.9%
2.0
1,637
3.8%
3.0
1,393
3.2%
4.0
1,378
3.2%
5.0
1,331
3.1%
6.0
1,209
2.8%
7.0
1,145
2.6%
8.0
1,135
2.6%
10.0
1,076
2.5%
9.0
1,073
2.5%
11.0
976
2.2%
12.0
942
2.2%
14.0
865
2.0%
13.0
863
2.0%
SMALLEST VALUES
0.0
10,080
23.1%
1.0
1,715
3.9%
2.0
1,637
3.8%
3.0
1,393
3.2%
4.0
1,378
3.2%
5.0
1,331
3.1%
6.0
1,209
2.8%
7.0
1,145
2.6%
8.0
1,135
2.6%
9.0
1,073
2.5%
10.0
1,076
2.5%
11.0
976
2.2%
12.0
942
2.2%
13.0
863
2.0%
14.0
865
2.0%
LARGEST VALUES
386.0
1
<0.1%
344.0
1
<0.1%
335.0
1
<0.1%
315.0
1
<0.1%
294.0
1
<0.1%
293.0
1
<0.1%
272.0
1
<0.1%
268.0
1
<0.1%
254.0
1
<0.1%
252.0
1
<0.1%
244.0
2
<0.1%
240.0
1
<0.1%
239.0
1
<0.1%
234.0
1
<0.1%
233.0
1
<0.1%
Num_RTC_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_RTC_Out_G1_L3M
-0.58
Num_App
0.44
Amt_Outflow_G1_L3M
-0.39
Total_Num_Outflow_L3M
0.37
Total_Amt_Outflow_L3M
-0.35
Amt_App
-0.35
Total_Amt_Inflow_L3M
0.34
Num_Pmt_Out_G1_L3M
0.32
Num_Inflow_G1_L3M
0.30
Amt_Prepaid_Out_G1_L3M
-0.28
Amt_Pmt_Out_G1_L3M
-0.28
Amt_POS_Out_G1_L3M
-0.26
Total_Num_Inflow_L3M
0.26
Num_POS_Out_G1_L3M
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_Veh
0.18
Num_Accounts_CC
0.13
VirtualCardTake-up
0.11
C_Telephones
0.10
ALL_Max_Delq_Ever
0.09
Has_Deed
0.09
Thin_File_Flag
0.06
Enquiry_Only_Flag
0.05
TAB1
0.02
TAB5
0.01
TAB10
0.01
MOST FREQUENT VALUES
0.0
32,647
75.0%
1.0
3,360
7.7%
2.0
1,861
4.3%
3.0
1,169
2.7%
4.0
918
2.1%
5.0
655
1.5%
6.0
458
1.1%
7.0
363
0.8%
8.0
343
0.8%
9.0
243
0.6%
10.0
193
0.4%
11.0
164
0.4%
12.0
133
0.3%
14.0
111
0.3%
13.0
104
0.2%
SMALLEST VALUES
0.0
32,647
75.0%
1.0
3,360
7.7%
2.0
1,861
4.3%
3.0
1,169
2.7%
4.0
918
2.1%
5.0
655
1.5%
6.0
458
1.1%
7.0
363
0.8%
8.0
343
0.8%
9.0
243
0.6%
10.0
193
0.4%
11.0
164
0.4%
12.0
133
0.3%
13.0
104
0.2%
14.0
111
0.3%
LARGEST VALUES
231.0
1
<0.1%
179.0
1
<0.1%
153.0
1
<0.1%
143.0
1
<0.1%
138.0
1
<0.1%
136.0
1
<0.1%
126.0
1
<0.1%
117.0
1
<0.1%
116.0
2
<0.1%
114.0
1
<0.1%
113.0
2
<0.1%
107.0
1
<0.1%
104.0
2
<0.1%
101.0
1
<0.1%
94.0
1
<0.1%
Num_CNP_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total_Num_Outflow_L3M
0.32
Amt_CNP_Out_G1_L3M
-0.30
Num_POS_Out_G1_L3M
0.24
Num_App
0.20
Amt_POS_Out_G1_L3M
-0.17
Num_RTC_Out_G1_L3M
0.16
InsufFunds
0.15
Num_Inflow_G1_L3M
0.15
Num_Pmt_Out_G1_L3M
0.14
Total_Num_Inflow_L3M
0.14
Amt_Prepaid_Out_G1_L3M
-0.13
Amt_Outflow_G1_L3M
-0.13
Total_Amt_Outflow_L3M
-0.13
Total_Amt_Inflow_L3M
0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
VirtualCardTake-up
0.18
Num_Accounts_CC
0.05
TAB1
0.04
Num_Accounts_Veh
0.04
ALL_Max_Delq_Ever
0.04
TAB5
0.03
TAB10
0.02
C_Telephones
0.02
Enquiry_Only_Flag
0.01
Has_Deed
0.01
Thin_File_Flag
0.00
MOST FREQUENT VALUES
0.0
28,170
64.7%
1.0
2,445
5.6%
2.0
1,596
3.7%
3.0
1,563
3.6%
4.0
1,086
2.5%
5.0
837
1.9%
6.0
788
1.8%
7.0
600
1.4%
8.0
509
1.2%
9.0
479
1.1%
10.0
404
0.9%
11.0
340
0.8%
12.0
310
0.7%
13.0
285
0.7%
14.0
261
0.6%
SMALLEST VALUES
0.0
28,170
64.7%
1.0
2,445
5.6%
2.0
1,596
3.7%
3.0
1,563
3.6%
4.0
1,086
2.5%
5.0
837
1.9%
6.0
788
1.8%
7.0
600
1.4%
8.0
509
1.2%
9.0
479
1.1%
10.0
404
0.9%
11.0
340
0.8%
12.0
310
0.7%
13.0
285
0.7%
14.0
261
0.6%
LARGEST VALUES
752.0
1
<0.1%
595.0
1
<0.1%
324.0
1
<0.1%
297.0
1
<0.1%
286.0
1
<0.1%
280.0
1
<0.1%
275.0
1
<0.1%
274.0
1
<0.1%
261.0
1
<0.1%
250.0
1
<0.1%
247.0
1
<0.1%
237.0
2
<0.1%
233.0
1
<0.1%
224.0
1
<0.1%
215.0
1
<0.1%
Num_Pmt_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total_Num_Outflow_L3M
0.68
Num_App
0.59
Num_Inflow_G1_L3M
0.54
Total_Num_Inflow_L3M
0.46
Amt_Prepaid_Out_G1_L3M
-0.42
Amt_Pmt_Out_G1_L3M
-0.42
Num_Prepaid_Out_G1_L3M
0.42
Num_Pmt_In_G1_L3M
0.41
Amt_Outflow_G1_L3M
-0.40
Amt_Airtime
-0.38
Total_Amt_Outflow_L3M
-0.37
Num_Airtime
0.36
Total_Amt_Inflow_L3M
0.35
Num_POS_Out_G1_L3M
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.16
ALL_Max_Delq_Ever
0.16
Num_Accounts_Veh
0.15
Num_Accounts_CC
0.13
Thin_File_Flag
0.11
Enquiry_Only_Flag
0.09
VirtualCardTake-up
0.08
Has_Deed
0.07
TAB1
0.01
TAB5
0.00
TAB10
0.00
MOST FREQUENT VALUES
0.0
10,394
23.9%
1.0
2,445
5.6%
2.0
2,216
5.1%
3.0
1,899
4.4%
4.0
1,809
4.2%
5.0
1,630
3.7%
6.0
1,522
3.5%
8.0
1,391
3.2%
7.0
1,389
3.2%
9.0
1,210
2.8%
10.0
1,175
2.7%
11.0
1,052
2.4%
12.0
1,004
2.3%
13.0
934
2.1%
14.0
866
2.0%
SMALLEST VALUES
0.0
10,394
23.9%
1.0
2,445
5.6%
2.0
2,216
5.1%
3.0
1,899
4.4%
4.0
1,809
4.2%
5.0
1,630
3.7%
6.0
1,522
3.5%
7.0
1,389
3.2%
8.0
1,391
3.2%
9.0
1,210
2.8%
10.0
1,175
2.7%
11.0
1,052
2.4%
12.0
1,004
2.3%
13.0
934
2.1%
14.0
866
2.0%
LARGEST VALUES
744.0
1
<0.1%
450.0
1
<0.1%
420.0
1
<0.1%
418.0
1
<0.1%
389.0
1
<0.1%
370.0
1
<0.1%
355.0
1
<0.1%
354.0
1
<0.1%
351.0
1
<0.1%
336.0
1
<0.1%
333.0
1
<0.1%
331.0
1
<0.1%
330.0
1
<0.1%
322.0
1
<0.1%
318.0
1
<0.1%
Amt_Outflow_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total_Amt_Outflow_L3M
0.88
Amt_Pmt_Out_G1_L3M
0.76
Total_Amt_Inflow_L3M
-0.76
Amt_App
0.62
MaxBalanceAVG
-0.61
MaxBalanceL3M
-0.59
Amt_RTC_Out_G1_L3M
0.58
Amt_POS_Out_G1_L3M
0.54
Amt_EDO_Out_G1_L3M
0.49
Total_Num_Outflow_L3M
-0.45
Num_Pmt_Out_G1_L3M
-0.40
Num_RTC_Out_G1_L3M
-0.39
Num_POS_Out_G1_L3M
-0.39
Num_App
-0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.19
C_Telephones
0.17
Num_Accounts_Veh
0.16
Has_Deed
0.15
ALL_Max_Delq_Ever
0.14
TAB1
0.11
TAB5
0.10
Thin_File_Flag
0.09
TAB10
0.09
Enquiry_Only_Flag
0.08
VirtualCardTake-up
0.04
MOST FREQUENT VALUES
-15.4
47
0.1%
-5.4
31
<0.1%
-15.0
20
<0.1%
-15.8
17
<0.1%
-16.2
9
<0.1%
-5.0
6
<0.1%
-30.8
5
<0.1%
-16.6
5
<0.1%
-17.4
5
<0.1%
-323.3
5
<0.1%
-331.3
4
<0.1%
-8.0
4
<0.1%
-5.2
4
<0.1%
-7.0
4
<0.1%
-73.3
3
<0.1%
SMALLEST VALUES
-6507444.76
1
<0.1%
-5051061.78
1
<0.1%
-4179198.5
1
<0.1%
-3288804.94
1
<0.1%
-3007707.31
1
<0.1%
-2859480.53
1
<0.1%
-2677609.47
1
<0.1%
-2469326.73
1
<0.1%
-2171083.74
1
<0.1%
-1881425.76
1
<0.1%
-1832958.22
1
<0.1%
-1780855.84
1
<0.1%
-1706838.53
1
<0.1%
-1677476.96
1
<0.1%
-1670999.93
1
<0.1%
LARGEST VALUES
-1.2
2
<0.1%
-1.6
1
<0.1%
-2.0
1
<0.1%
-2.4
2
<0.1%
-2.8
2
<0.1%
-3.4
1
<0.1%
-4.0
1
<0.1%
-4.4
1
<0.1%
-4.6
1
<0.1%
-5.0
6
<0.1%
-5.2
4
<0.1%
-5.4
31
<0.1%
-5.8
2
<0.1%
-6.14
1
<0.1%
-6.2
1
<0.1%
Amt_CW_ATM_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_CW_ATM_Out_G1_L3M
-0.65
Amt_Outflow_G1_L3M
0.35
CS1
-0.32
Total_Amt_Outflow_L3M
0.30
Total_Num_Outflow_L3M
-0.28
Total_Amt_Inflow_L3M
-0.28
Amt_POS_Out_G1_L3M
0.27
CS3
-0.23
Num_Inflow_G1_L3M
-0.20
Num_POS_Out_G1_L3M
-0.17
CS4
-0.17
CS2
-0.17
Amt_Airtime
0.17
Total_Num_Inflow_L3M
-0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
VirtualCardTake-up
0.15
C_Telephones
0.13
ALL_Max_Delq_Ever
0.12
Thin_File_Flag
0.08
Enquiry_Only_Flag
0.05
Has_Deed
0.02
TAB5
0.02
TAB10
0.02
Num_Accounts_CC
0.02
TAB1
0.02
Num_Accounts_Veh
0.01
MOST FREQUENT VALUES
0.0
4,968
11.4%
-200.0
499
1.1%
-100.0
446
1.0%
-300.0
427
1.0%
-1000.0
375
0.9%
-500.0
363
0.8%
-400.0
360
0.8%
-600.0
317
0.7%
-700.0
268
0.6%
-800.0
249
0.6%
-250.0
234
0.5%
-1200.0
229
0.5%
-150.0
227
0.5%
-350.0
224
0.5%
-2000.0
222
0.5%
SMALLEST VALUES
-672900.0
1
<0.1%
-503900.0
1
<0.1%
-413800.0
1
<0.1%
-404500.0
1
<0.1%
-402252.99
1
<0.1%
-396640.0
1
<0.1%
-302900.0
1
<0.1%
-266050.0
1
<0.1%
-243700.0
1
<0.1%
-237058.34
1
<0.1%
-235100.0
1
<0.1%
-227440.0
1
<0.1%
-190150.0
1
<0.1%
-187480.71
1
<0.1%
-185000.0
1
<0.1%
LARGEST VALUES
0.0
4,968
11.4%
-10.0
3
<0.1%
-11.0
1
<0.1%
-15.0
2
<0.1%
-20.0
32
<0.1%
-25.0
1
<0.1%
-30.0
6
<0.1%
-34.0
1
<0.1%
-35.0
1
<0.1%
-39.0
2
<0.1%
-40.0
20
<0.1%
-42.0
1
<0.1%
-49.0
1
<0.1%
-49.63
1
<0.1%
-50.0
194
0.4%
Amt_EDO_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MaxBalanceAVG
-0.62
MaxBalanceL3M
-0.55
Amt_Outflow_G1_L3M
0.49
Total_Amt_Outflow_L3M
0.42
Total_Amt_Inflow_L3M
-0.33
MinBalanceAVG
-0.27
Num_EDO_Out_G1_L3M
-0.27
MinBalanceL3M
-0.20
Num_Accounts_All
-0.15
Total_Num_Outflow_L3M
-0.14
Amt_POS_Out_G1_L3M
0.13
ALL_Num_Ever_Trades
-0.13
ALL_Num_Open_Satisf_Trades
-0.13
Num_POS_Out_G1_L3M
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.14
Num_Accounts_Veh
0.12
C_Telephones
0.09
ALL_Max_Delq_Ever
0.08
Has_Deed
0.07
Thin_File_Flag
0.05
Enquiry_Only_Flag
0.05
TAB10
0.03
TAB5
0.03
TAB1
0.02
VirtualCardTake-up
0.01
MOST FREQUENT VALUES
0.0
23,331
53.6%
-300.0
94
0.2%
-600.0
82
0.2%
-200.0
71
0.2%
-97.0
68
0.2%
-500.0
53
0.1%
-400.0
47
0.1%
-100.0
47
0.1%
-194.0
46
0.1%
-150.0
44
0.1%
-250.0
39
<0.1%
-450.0
36
<0.1%
-597.0
33
<0.1%
-900.0
31
<0.1%
-750.0
31
<0.1%
SMALLEST VALUES
-4913507.63
1
<0.1%
-2004863.3
1
<0.1%
-525812.94
1
<0.1%
-402245.53
1
<0.1%
-281086.99
1
<0.1%
-252526.52
1
<0.1%
-217068.95
1
<0.1%
-207800.0
1
<0.1%
-200000.0
1
<0.1%
-198658.7
1
<0.1%
-179647.02
1
<0.1%
-152055.16
1
<0.1%
-147744.02
1
<0.1%
-138462.54
1
<0.1%
-135678.55
1
<0.1%
LARGEST VALUES
0.0
23,331
53.6%
-0.03
1
<0.1%
-4.3
1
<0.1%
-5.0
1
<0.1%
-9.5
1
<0.1%
-13.0
3
<0.1%
-13.86
1
<0.1%
-18.84
1
<0.1%
-20.0
1
<0.1%
-22.0
1
<0.1%
-23.0
1
<0.1%
-23.28
1
<0.1%
-23.48
1
<0.1%
-25.0
1
<0.1%
-26.0
2
<0.1%
Amt_POS_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_POS_Out_G1_L3M
-0.69
Total_Num_Outflow_L3M
-0.55
Amt_Outflow_G1_L3M
0.54
Total_Amt_Outflow_L3M
0.50
Total_Amt_Inflow_L3M
-0.46
Amt_Prepaid_Out_G1_L3M
0.42
Amt_Airtime
0.35
Num_App
-0.34
Num_Pmt_Out_G1_L3M
-0.32
Amt_Pmt_Out_G1_L3M
0.30
MaxBalanceL3M
-0.29
MaxBalanceAVG
-0.29
Num_Prepaid_Out_G1_L3M
-0.28
Num_Inflow_G1_L3M
-0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.18
Num_Accounts_Veh
0.17
Num_Accounts_CC
0.16
Has_Deed
0.16
ALL_Max_Delq_Ever
0.14
TAB1
0.13
Thin_File_Flag
0.10
TAB10
0.09
TAB5
0.09
Enquiry_Only_Flag
0.08
VirtualCardTake-up
0.06
MOST FREQUENT VALUES
0.0
4,067
9.3%
-100.0
52
0.1%
-50.0
26
<0.1%
-200.0
26
<0.1%
-300.0
24
<0.1%
-30.0
20
<0.1%
-150.0
19
<0.1%
-60.0
18
<0.1%
-110.0
17
<0.1%
-80.0
17
<0.1%
-20.0
17
<0.1%
-160.0
16
<0.1%
-40.0
16
<0.1%
-250.0
16
<0.1%
-55.0
16
<0.1%
SMALLEST VALUES
-830682.49
1
<0.1%
-571664.71
1
<0.1%
-525630.83
1
<0.1%
-405120.49
1
<0.1%
-391019.3
1
<0.1%
-381182.63
1
<0.1%
-374237.81
1
<0.1%
-348487.11
1
<0.1%
-321247.53
1
<0.1%
-276289.64
1
<0.1%
-272435.84
1
<0.1%
-257723.26
1
<0.1%
-257471.18
1
<0.1%
-257321.18
1
<0.1%
-256842.93
1
<0.1%
LARGEST VALUES
0.0
4,067
9.3%
-2.09
1
<0.1%
-5.0
3
<0.1%
-6.0
3
<0.1%
-6.99
1
<0.1%
-7.0
1
<0.1%
-7.58
1
<0.1%
-7.95
1
<0.1%
-7.99
1
<0.1%
-8.99
1
<0.1%
-9.65
1
<0.1%
-9.8
1
<0.1%
-9.89
1
<0.1%
-9.99
3
<0.1%
-10.0
9
<0.1%
Amt_Loan_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Loan_Out_G1_L3M
-0.48
Amt_Outflow_G1_L3M
0.08
Total_Amt_Outflow_L3M
0.07
Total_Amt_Inflow_L3M
-0.04
ALL_Num_Ever_Trades
-0.04
Num_EDO_Out_G1_L3M
-0.03
ALL_Num_Open_Satisf_Trades
-0.03
Total_Num_Outflow_L3M
-0.03
ALL_Perc_Payments_2Years
-0.03
Num_Accounts_All
-0.03
Num_Outflow_CC_L3M
-0.03
ALL_Num_Open_Trades
-0.02
Amt_Outflow_CC_L3M
0.02
Amt_POS_Out_G1_L3M
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.03
Num_Accounts_CC
0.02
C_Telephones
0.02
Num_Accounts_Veh
0.01
Thin_File_Flag
0.01
Enquiry_Only_Flag
0.01
Has_Deed
0.01
TAB1
0.00
TAB5
0.00
VirtualCardTake-up
0.00
TAB10
0.00
MOST FREQUENT VALUES
0.0
43,402
99.7%
-1000.0
3
<0.1%
-500.0
3
<0.1%
-7000.0
2
<0.1%
-10000.0
2
<0.1%
-2000.0
2
<0.1%
-1400.0
2
<0.1%
-14002.72
1
<0.1%
-11018.0
1
<0.1%
-80.82
1
<0.1%
-18.01
1
<0.1%
-21632.0
1
<0.1%
-80000.0
1
<0.1%
-116746.0
1
<0.1%
-12815.72
1
<0.1%
SMALLEST VALUES
-549256.75
1
<0.1%
-426919.55
1
<0.1%
-403960.91
1
<0.1%
-364552.52
1
<0.1%
-251745.62
1
<0.1%
-240855.58
1
<0.1%
-238616.0
1
<0.1%
-212967.38
1
<0.1%
-199017.04
1
<0.1%
-179022.0
1
<0.1%
-135276.2
1
<0.1%
-122769.06
1
<0.1%
-116746.0
1
<0.1%
-101550.86
1
<0.1%
-90755.94
1
<0.1%
LARGEST VALUES
0.0
43,402
99.7%
-0.05
1
<0.1%
-0.9
1
<0.1%
-2.0
1
<0.1%
-6.23
1
<0.1%
-9.07
1
<0.1%
-15.69
1
<0.1%
-18.01
1
<0.1%
-24.92
1
<0.1%
-33.1
1
<0.1%
-76.13
1
<0.1%
-80.82
1
<0.1%
-100.0
1
<0.1%
-127.62
1
<0.1%
-133.6
1
<0.1%
Amt_SO_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_SO_Out_G1_L3M
-0.58
Num_EDO_Out_G1_L3M
-0.12
Amt_Outflow_G1_L3M
0.07
Total_Num_Outflow_L3M
-0.07
ALL_Perc_Payments_2Years
-0.07
Amt_POS_Out_G1_L3M
0.07
Num_Accounts_All
-0.07
Num_POS_Out_G1_L3M
-0.07
Total_Amt_Outflow_L3M
0.06
ALL_Num_Open_Satisf_Trades
-0.06
Total_Amt_Inflow_L3M
-0.06
ALL_Num_Open_Trades
-0.06
ALL_Avg_Months_On_Book
-0.06
ALL_Num_Ever_Trades
-0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.06
C_Telephones
0.06
Has_Deed
0.05
ALL_Max_Delq_Ever
0.05
Num_Accounts_Veh
0.05
TAB1
0.04
TAB5
0.04
TAB10
0.03
Thin_File_Flag
0.03
Enquiry_Only_Flag
0.02
VirtualCardTake-up
0.02
MOST FREQUENT VALUES
0.0
42,297
97.1%
-1500.0
58
0.1%
-1000.0
43
<0.1%
-600.0
39
<0.1%
-200.0
36
<0.1%
-500.0
36
<0.1%
-3000.0
36
<0.1%
-300.0
33
<0.1%
-2000.0
33
<0.1%
-1200.0
32
<0.1%
-900.0
31
<0.1%
-6000.0
28
<0.1%
-400.0
26
<0.1%
-100.0
23
<0.1%
-4500.0
21
<0.1%
SMALLEST VALUES
-63300.0
1
<0.1%
-58230.0
1
<0.1%
-53203.5
1
<0.1%
-50407.48
1
<0.1%
-48020.0
1
<0.1%
-47576.71
1
<0.1%
-45650.0
1
<0.1%
-45600.0
1
<0.1%
-45180.0
1
<0.1%
-44142.03
1
<0.1%
-42750.0
1
<0.1%
-42000.0
1
<0.1%
-41905.59
1
<0.1%
-36000.0
2
<0.1%
-35470.0
1
<0.1%
LARGEST VALUES
0.0
42,297
97.1%
-0.08
1
<0.1%
-4.26
1
<0.1%
-30.0
2
<0.1%
-40.0
1
<0.1%
-50.0
6
<0.1%
-60.0
2
<0.1%
-90.0
1
<0.1%
-100.0
23
<0.1%
-105.0
2
<0.1%
-110.0
1
<0.1%
-115.0
1
<0.1%
-120.0
4
<0.1%
-127.82
1
<0.1%
-130.0
1
<0.1%
Amt_Prepaid_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Airtime
0.73
Num_Prepaid_Out_G1_L3M
-0.66
Amt_Elec
0.64
Total_Num_Outflow_L3M
-0.61
Num_Airtime
-0.54
Num_App
-0.53
Num_Elec
-0.45
Amt_POS_Out_G1_L3M
0.42
Num_Pmt_Out_G1_L3M
-0.42
Num_POS_Out_G1_L3M
-0.42
Amt_Outflow_G1_L3M
0.36
Total_Amt_Outflow_L3M
0.33
Total_Amt_Inflow_L3M
-0.31
Num_Inflow_G1_L3M
-0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.17
Num_Accounts_Veh
0.16
ALL_Max_Delq_Ever
0.15
Num_Accounts_CC
0.13
Has_Deed
0.12
Thin_File_Flag
0.10
Enquiry_Only_Flag
0.08
VirtualCardTake-up
0.07
TAB1
0.04
TAB5
0.03
TAB10
0.03
MOST FREQUENT VALUES
0.0
10,080
23.1%
-12.0
499
1.1%
-24.0
327
0.8%
-30.0
263
0.6%
-60.0
244
0.6%
-36.0
175
0.4%
-50.0
163
0.4%
-100.0
162
0.4%
-72.0
158
0.4%
-42.0
146
0.3%
-48.0
137
0.3%
-84.0
133
0.3%
-200.0
131
0.3%
-120.0
129
0.3%
-20.0
125
0.3%
SMALLEST VALUES
-60385.0
1
<0.1%
-49216.0
1
<0.1%
-27950.0
1
<0.1%
-23606.0
1
<0.1%
-19599.0
1
<0.1%
-19499.0
1
<0.1%
-19498.0
1
<0.1%
-19168.0
1
<0.1%
-19143.0
1
<0.1%
-19000.0
1
<0.1%
-18614.0
1
<0.1%
-18372.0
1
<0.1%
-15870.0
1
<0.1%
-15648.0
1
<0.1%
-15442.0
1
<0.1%
LARGEST VALUES
0.0
10,080
23.1%
-12.0
499
1.1%
-13.0
12
<0.1%
-14.0
17
<0.1%
-15.0
74
0.2%
-16.0
4
<0.1%
-17.0
26
<0.1%
-18.0
8
<0.1%
-19.0
5
<0.1%
-20.0
125
0.3%
-21.0
2
<0.1%
-22.0
7
<0.1%
-23.0
3
<0.1%
-24.0
327
0.8%
-25.0
25
<0.1%
Amt_RTC_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Outflow_G1_L3M
0.58
Num_RTC_Out_G1_L3M
-0.58
Amt_App
0.55
Total_Amt_Outflow_L3M
0.51
Total_Amt_Inflow_L3M
-0.49
Amt_Pmt_Out_G1_L3M
0.43
Num_App
-0.26
Amt_POS_Out_G1_L3M
0.23
Amt_Prepaid_Out_G1_L3M
0.21
Total_Num_Outflow_L3M
-0.21
MaxBalanceL3M
-0.20
Num_Pmt_Out_G1_L3M
-0.19
Amt_Elec
0.19
MaxBalanceAVG
-0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_Veh
0.14
Num_Accounts_CC
0.10
Has_Deed
0.08
C_Telephones
0.07
TAB1
0.06
TAB5
0.05
ALL_Max_Delq_Ever
0.05
VirtualCardTake-up
0.05
Thin_File_Flag
0.03
TAB10
0.03
Enquiry_Only_Flag
0.03
MOST FREQUENT VALUES
0.0
32,647
75.0%
-500.0
228
0.5%
-1000.0
196
0.5%
-200.0
194
0.4%
-100.0
188
0.4%
-300.0
173
0.4%
-2000.0
135
0.3%
-400.0
127
0.3%
-1500.0
109
0.3%
-150.0
105
0.2%
-600.0
95
0.2%
-250.0
94
0.2%
-700.0
91
0.2%
-800.0
89
0.2%
-50.0
88
0.2%
SMALLEST VALUES
-1678129.94
1
<0.1%
-1490854.63
1
<0.1%
-1283259.26
1
<0.1%
-1265007.64
1
<0.1%
-886739.69
1
<0.1%
-710557.85
1
<0.1%
-610632.28
1
<0.1%
-569777.0
1
<0.1%
-543227.21
1
<0.1%
-541862.08
1
<0.1%
-537364.0
1
<0.1%
-535000.0
1
<0.1%
-510476.7
1
<0.1%
-490496.0
1
<0.1%
-480888.05
1
<0.1%
LARGEST VALUES
0.0
32,647
75.0%
-1.0
2
<0.1%
-1.6
1
<0.1%
-1.75
1
<0.1%
-1.8
2
<0.1%
-1.9
1
<0.1%
-2.0
2
<0.1%
-2.97
1
<0.1%
-3.27
1
<0.1%
-3.5
1
<0.1%
-4.0
3
<0.1%
-4.25
1
<0.1%
-5.0
5
<0.1%
-5.28
1
<0.1%
-5.99
1
<0.1%
Amt_CNP_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_CNP_Out_G1_L3M
-0.30
Num_Elec_In_G1_L3M
-0.22
Amt_Outflow_G1_L3M
0.20
Total_Amt_Outflow_L3M
0.19
Total_Amt_Inflow_L3M
-0.18
Num_Inflow_G1_L3M
-0.14
Total_Num_Inflow_L3M
-0.14
Total_Num_Outflow_L3M
-0.14
Amt_POS_Out_G1_L3M
0.13
Amt_Pmt_Out_G1_L3M
0.12
ALL_Val_OD_Bal_1_Year
-0.11
Num_POS_Out_G1_L3M
-0.11
Num_App
-0.10
Amt_App
0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
VirtualCardTake-up
0.07
TAB1
0.07
TAB5
0.06
Num_Accounts_Veh
0.04
Num_Accounts_CC
0.03
Has_Deed
0.03
TAB10
0.03
ALL_Max_Delq_Ever
0.02
C_Telephones
0.02
Enquiry_Only_Flag
0.01
Thin_File_Flag
0.01
MOST FREQUENT VALUES
0.0
28,170
64.7%
-507.0
114
0.3%
-99.0
64
0.1%
-59.99
64
0.1%
-179.97
59
0.1%
-100.0
47
0.1%
-49.0
46
0.1%
-297.0
45
0.1%
-169.0
44
0.1%
-479.0
43
<0.1%
-50.0
42
<0.1%
-198.0
42
<0.1%
-10.0
42
<0.1%
-750.0
41
<0.1%
-1437.0
40
<0.1%
SMALLEST VALUES
-1076226.71
1
<0.1%
-529569.74
1
<0.1%
-228301.45
1
<0.1%
-225292.31
1
<0.1%
-185546.0
1
<0.1%
-149393.74
1
<0.1%
-141622.98
1
<0.1%
-121040.44
1
<0.1%
-100309.04
1
<0.1%
-99640.2
1
<0.1%
-94979.47
1
<0.1%
-77555.25
1
<0.1%
-73073.78
1
<0.1%
-72614.72
1
<0.1%
-71072.74
1
<0.1%
LARGEST VALUES
0.0
28,170
64.7%
-0.3
2
<0.1%
-0.73
1
<0.1%
-0.8
1
<0.1%
-1.0
13
<0.1%
-2.0
4
<0.1%
-2.55
1
<0.1%
-2.82
1
<0.1%
-2.97
1
<0.1%
-3.0
2
<0.1%
-3.1
1
<0.1%
-3.99
1
<0.1%
-4.0
12
<0.1%
-4.43
1
<0.1%
-4.72
1
<0.1%
Amt_Pmt_Out_G1_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Outflow_G1_L3M
0.76
Amt_App
0.70
Total_Amt_Outflow_L3M
0.67
Total_Amt_Inflow_L3M
-0.65
Amt_RTC_Out_G1_L3M
0.43
Num_Pmt_Out_G1_L3M
-0.42
Num_App
-0.33
Total_Num_Outflow_L3M
-0.32
Amt_POS_Out_G1_L3M
0.30
MaxBalanceL3M
-0.29
Num_RTC_Out_G1_L3M
-0.28
Num_Inflow_G1_L3M
-0.28
Amt_Prepaid_Out_G1_L3M
0.27
MaxBalanceAVG
-0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Has_Deed
0.12
Num_Accounts_CC
0.12
Num_Accounts_Veh
0.11
C_Telephones
0.11
ALL_Max_Delq_Ever
0.10
TAB1
0.09
TAB5
0.08
TAB10
0.07
Thin_File_Flag
0.06
Enquiry_Only_Flag
0.05
VirtualCardTake-up
0.05
MOST FREQUENT VALUES
0.0
10,394
23.9%
-200.0
264
0.6%
-100.0
241
0.6%
-300.0
235
0.5%
-500.0
217
0.5%
-150.0
178
0.4%
-1000.0
178
0.4%
-400.0
173
0.4%
-600.0
149
0.3%
-250.0
119
0.3%
-800.0
115
0.3%
-700.0
102
0.2%
-350.0
100
0.2%
-50.0
96
0.2%
-900.0
89
0.2%
SMALLEST VALUES
-3452868.75
1
<0.1%
-2945928.0
1
<0.1%
-2628231.49
1
<0.1%
-1871565.77
1
<0.1%
-1700726.01
1
<0.1%
-1590116.5
1
<0.1%
-1285930.85
1
<0.1%
-1138058.0
1
<0.1%
-1132130.0
1
<0.1%
-1087577.89
1
<0.1%
-1079360.0
1
<0.1%
-1079114.44
1
<0.1%
-1006089.0
1
<0.1%
-984757.36
1
<0.1%
-913259.95
1
<0.1%
LARGEST VALUES
0.0
10,394
23.9%
-0.15
1
<0.1%
-0.2
1
<0.1%
-0.52
1
<0.1%
-1.0
3
<0.1%
-1.84
1
<0.1%
-2.0
4
<0.1%
-4.0
4
<0.1%
-5.0
2
<0.1%
-7.0
3
<0.1%
-7.1
1
<0.1%
-7.21
1
<0.1%
-7.8
1
<0.1%
-8.0
2
<0.1%
-9.0
1
<0.1%
Num_Outflow_CC_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_POS_Out_CC_L3M
0.75
Amt_Outflow_CC_L3M
-0.68
Amt_POS_Out_CC_L3M
-0.62
Num_EDO_Out_G1_L3M
0.28
Num_Accounts_All
0.21
ALL_Perc_Payments_2Years
0.21
Total_Num_Outflow_L3M
0.20
ALL_Num_Open_Satisf_Trades
0.20
ALL_Num_Open_Trades
0.17
ALL_Perc_Satisf_To_Open_Trades
0.15
ALL_Num_Ever_Trades
0.13
Score_MI
0.11
ALL_Num_Trades_180_Days
0.10
Total_Amt_Outflow_L3M
-0.10

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.38
ALL_Max_Delq_Ever
0.14
Num_Accounts_Veh
0.13
C_Telephones
0.12
Thin_File_Flag
0.07
Enquiry_Only_Flag
0.06
Has_Deed
0.05
VirtualCardTake-up
0.04
TAB1
0.01
TAB10
0.00
TAB5
0.00
MOST FREQUENT VALUES
0.0
41,173
94.6%
21.0
80
0.2%
24.0
79
0.2%
18.0
73
0.2%
25.0
66
0.2%
27.0
63
0.1%
22.0
61
0.1%
26.0
58
0.1%
28.0
57
0.1%
30.0
56
0.1%
15.0
53
0.1%
36.0
52
0.1%
29.0
51
0.1%
33.0
48
0.1%
32.0
44
0.1%
SMALLEST VALUES
0.0
41,173
94.6%
1.0
19
<0.1%
2.0
13
<0.1%
3.0
21
<0.1%
4.0
12
<0.1%
5.0
6
<0.1%
6.0
44
0.1%
7.0
14
<0.1%
8.0
13
<0.1%
9.0
32
<0.1%
10.0
10
<0.1%
11.0
7
<0.1%
12.0
22
<0.1%
13.0
11
<0.1%
14.0
12
<0.1%
LARGEST VALUES
434.0
1
<0.1%
349.0
1
<0.1%
345.0
1
<0.1%
336.0
1
<0.1%
307.0
1
<0.1%
283.0
2
<0.1%
282.0
1
<0.1%
281.0
1
<0.1%
270.0
1
<0.1%
257.0
1
<0.1%
256.0
1
<0.1%
244.0
2
<0.1%
235.0
3
<0.1%
233.0
1
<0.1%
230.0
2
<0.1%
Amt_Outflow_CC_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_POS_Out_CC_L3M
0.77
Num_Outflow_CC_L3M
-0.68
Num_POS_Out_CC_L3M
-0.64
Num_EDO_Out_G1_L3M
-0.14
ALL_Perc_Payments_2Years
-0.12
Num_Accounts_All
-0.11
Total_Num_Outflow_L3M
-0.11
ALL_Num_Open_Satisf_Trades
-0.11
Total_Amt_Outflow_L3M
0.10
Total_Amt_Inflow_L3M
-0.09
ALL_Perc_Satisf_To_Open_Trades
-0.09
ALL_Num_Open_Trades
-0.09
Amt_Outflow_G1_L3M
0.08
Amt_App
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.21
ALL_Max_Delq_Ever
0.09
Num_Accounts_Veh
0.09
Has_Deed
0.06
C_Telephones
0.06
VirtualCardTake-up
0.05
Thin_File_Flag
0.04
Enquiry_Only_Flag
0.03
TAB10
0.01
TAB1
0.01
TAB5
0.01
MOST FREQUENT VALUES
0.0
41,173
94.6%
-100.0
8
<0.1%
-120.0
6
<0.1%
-0.8
3
<0.1%
-40.0
3
<0.1%
-757.46
2
<0.1%
-654.71
2
<0.1%
-0.4
2
<0.1%
-20.0
2
<0.1%
-805.56
2
<0.1%
-100.4
2
<0.1%
-1174.41
2
<0.1%
-400.11
2
<0.1%
-23407.86
1
<0.1%
-274.33
1
<0.1%
SMALLEST VALUES
-164454.22
1
<0.1%
-156344.85
1
<0.1%
-155923.04
1
<0.1%
-150102.85
1
<0.1%
-146329.77
1
<0.1%
-140060.0
1
<0.1%
-132092.72
1
<0.1%
-124446.26
1
<0.1%
-105505.24
1
<0.1%
-100820.0
1
<0.1%
-86223.06
1
<0.1%
-86170.28
1
<0.1%
-85807.21
1
<0.1%
-81056.36
1
<0.1%
-78928.25
1
<0.1%
LARGEST VALUES
0.0
41,173
94.6%
-0.03
1
<0.1%
-0.05
1
<0.1%
-0.06
1
<0.1%
-0.15
1
<0.1%
-0.25
1
<0.1%
-0.27
1
<0.1%
-0.4
2
<0.1%
-0.61
1
<0.1%
-0.68
1
<0.1%
-0.8
3
<0.1%
-1.0
1
<0.1%
-1.17
1
<0.1%
-1.4
1
<0.1%
-1.51
1
<0.1%
Num_POS_Out_CC_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_POS_Out_CC_L3M
-0.76
Num_Outflow_CC_L3M
0.75
Amt_Outflow_CC_L3M
-0.64
Num_EDO_Out_G1_L3M
0.13
Total_Num_Outflow_L3M
0.11
ALL_Perc_Payments_2Years
0.11
Num_Accounts_All
0.10
ALL_Num_Open_Satisf_Trades
0.10
ALL_Perc_Satisf_To_Open_Trades
0.08
ALL_Num_Open_Trades
0.08
Total_Amt_Outflow_L3M
-0.07
Total_Amt_Inflow_L3M
0.06
ALL_Num_Ever_Trades
0.06
Amt_EDO_Out_G1_L3M
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.19
ALL_Max_Delq_Ever
0.08
Num_Accounts_Veh
0.08
C_Telephones
0.05
VirtualCardTake-up
0.05
Has_Deed
0.04
Thin_File_Flag
0.03
Enquiry_Only_Flag
0.03
TAB10
0.01
TAB5
0.00
TAB1
0.00
MOST FREQUENT VALUES
0.0
42,458
97.5%
1.0
165
0.4%
2.0
123
0.3%
4.0
75
0.2%
3.0
67
0.2%
5.0
64
0.1%
6.0
63
0.1%
7.0
51
0.1%
8.0
33
<0.1%
9.0
33
<0.1%
10.0
30
<0.1%
13.0
23
<0.1%
11.0
22
<0.1%
12.0
22
<0.1%
17.0
18
<0.1%
SMALLEST VALUES
0.0
42,458
97.5%
1.0
165
0.4%
2.0
123
0.3%
3.0
67
0.2%
4.0
75
0.2%
5.0
64
0.1%
6.0
63
0.1%
7.0
51
0.1%
8.0
33
<0.1%
9.0
33
<0.1%
10.0
30
<0.1%
11.0
22
<0.1%
12.0
22
<0.1%
13.0
23
<0.1%
14.0
16
<0.1%
LARGEST VALUES
233.0
1
<0.1%
176.0
1
<0.1%
147.0
1
<0.1%
145.0
1
<0.1%
135.0
1
<0.1%
134.0
1
<0.1%
127.0
1
<0.1%
119.0
1
<0.1%
113.0
1
<0.1%
112.0
1
<0.1%
109.0
1
<0.1%
106.0
1
<0.1%
105.0
1
<0.1%
97.0
1
<0.1%
93.0
1
<0.1%
Amt_POS_Out_CC_L3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Outflow_CC_L3M
0.77
Num_POS_Out_CC_L3M
-0.76
Num_Outflow_CC_L3M
-0.62
Num_EDO_Out_G1_L3M
-0.12
ALL_Perc_Payments_2Years
-0.09
Total_Num_Outflow_L3M
-0.09
Num_Accounts_All
-0.08
ALL_Num_Open_Satisf_Trades
-0.08
Total_Amt_Outflow_L3M
0.08
Total_Amt_Inflow_L3M
-0.08
ALL_Perc_Satisf_To_Open_Trades
-0.07
ALL_Num_Open_Trades
-0.07
Amt_App
0.07
Amt_Outflow_G1_L3M
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.17
ALL_Max_Delq_Ever
0.07
Num_Accounts_Veh
0.07
Has_Deed
0.05
C_Telephones
0.05
VirtualCardTake-up
0.04
TAB10
0.03
Thin_File_Flag
0.03
TAB5
0.03
Enquiry_Only_Flag
0.03
TAB1
0.02
MOST FREQUENT VALUES
0.0
42,458
97.5%
-300.0
9
<0.1%
-200.0
5
<0.1%
-100.0
4
<0.1%
-150.0
4
<0.1%
-500.0
4
<0.1%
-120.0
3
<0.1%
-250.0
2
<0.1%
-50.0
2
<0.1%
-240.0
2
<0.1%
-56.98
2
<0.1%
-210.0
2
<0.1%
-510.0
2
<0.1%
-450.0
2
<0.1%
-45.0
2
<0.1%
SMALLEST VALUES
-102602.67
1
<0.1%
-74280.03
1
<0.1%
-61393.21
1
<0.1%
-56093.63
1
<0.1%
-52206.22
1
<0.1%
-51554.21
1
<0.1%
-50261.44
1
<0.1%
-49269.77
1
<0.1%
-47880.37
1
<0.1%
-46059.6
1
<0.1%
-45299.11
1
<0.1%
-44918.23
1
<0.1%
-42419.01
1
<0.1%
-41950.62
1
<0.1%
-32721.48
1
<0.1%
LARGEST VALUES
0.0
42,458
97.5%
-1.0
1
<0.1%
-11.65
1
<0.1%
-12.5
1
<0.1%
-17.9
1
<0.1%
-19.5
1
<0.1%
-19.98
1
<0.1%
-23.0
1
<0.1%
-24.0
1
<0.1%
-24.9
1
<0.1%
-26.6
1
<0.1%
-26.7
1
<0.1%
-27.89
1
<0.1%
-28.0
1
<0.1%
-28.98
1
<0.1%
MinBalanceL3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MinBalanceAVG
0.96
MaxBalanceAVG
0.72
MaxBalanceL3M
0.55
Amt_Outflow_G1_L3M
-0.26
Total_Amt_Outflow_L3M
-0.23
TAB8
0.22
TAB9
0.20
Amt_EDO_Out_G1_L3M
-0.20
TAB7
0.19
Amt_POS_Out_G1_L3M
-0.10
Amt_Pmt_Out_G1_L3M
-0.08
Num_POS_Out_G1_L3M
0.06
Total_Amt_Inflow_L3M
0.06
ALL_Avg_Months_On_Book
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB10
0.46
TAB5
0.40
TAB1
0.29
Num_Accounts_CC
0.11
Has_Deed
0.05
ALL_Max_Delq_Ever
0.04
Num_Accounts_Veh
0.02
C_Telephones
0.01
Enquiry_Only_Flag
0.01
VirtualCardTake-up
0.00
Thin_File_Flag
0.00
MOST FREQUENT VALUES
-3.0
69
0.2%
25.0
63
0.1%
24.0
60
0.1%
-7.0
53
0.1%
16.7
43
<0.1%
-70.8
41
<0.1%
-0.4
39
<0.1%
23.8
36
<0.1%
24.63
36
<0.1%
17.5
35
<0.1%
17.75
35
<0.1%
24.2
35
<0.1%
17.39
34
<0.1%
17.1
34
<0.1%
24.55
33
<0.1%
SMALLEST VALUES
-16953.69
1
<0.1%
-9585.53
1
<0.1%
-8758.24
1
<0.1%
-7852.1
1
<0.1%
-5540.72
1
<0.1%
-4009.51
1
<0.1%
-3631.77
1
<0.1%
-1924.2
1
<0.1%
-1906.42
1
<0.1%
-1766.99
1
<0.1%
-1501.88
1
<0.1%
-1487.54
1
<0.1%
-1436.43
1
<0.1%
-1300.86
1
<0.1%
-1091.47
1
<0.1%
LARGEST VALUES
2060443.68
1
<0.1%
1130590.52
1
<0.1%
1015831.78
1
<0.1%
806612.18
1
<0.1%
804504.9
1
<0.1%
624691.84
1
<0.1%
592117.44
1
<0.1%
590191.78
1
<0.1%
555519.33
1
<0.1%
551447.59
1
<0.1%
534186.38
1
<0.1%
511525.75
1
<0.1%
426513.34
1
<0.1%
408915.69
1
<0.1%
402167.25
1
<0.1%
MinBalanceAVG
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MinBalanceL3M
0.96
MaxBalanceAVG
0.79
MaxBalanceL3M
0.61
Amt_Outflow_G1_L3M
-0.35
Total_Amt_Outflow_L3M
-0.30
Amt_EDO_Out_G1_L3M
-0.27
TAB8
0.20
TAB7
0.18
TAB9
0.18
Amt_POS_Out_G1_L3M
-0.13
Amt_Pmt_Out_G1_L3M
-0.09
Total_Amt_Inflow_L3M
0.08
Num_POS_Out_G1_L3M
0.08
ALL_Avg_Months_On_Book
0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB10
0.41
TAB5
0.36
TAB1
0.27
Num_Accounts_CC
0.14
Has_Deed
0.06
ALL_Max_Delq_Ever
0.04
Num_Accounts_Veh
0.02
C_Telephones
0.01
Enquiry_Only_Flag
0.01
VirtualCardTake-up
0.00
Thin_File_Flag
0.00
MOST FREQUENT VALUES
22.01
14
<0.1%
20.8866
14
<0.1%
18.86
13
<0.1%
21.33
13
<0.1%
23.2
13
<0.1%
20.6833
13
<0.1%
21.9266
13
<0.1%
21.9066
13
<0.1%
23.2366
13
<0.1%
20.84
12
<0.1%
18.7533
12
<0.1%
25.3466
12
<0.1%
20.67
12
<0.1%
19.9466
12
<0.1%
23.25
12
<0.1%
SMALLEST VALUES
-7849.6733
1
<0.1%
-6379.52
1
<0.1%
-5637.1533
1
<0.1%
-2903.32
1
<0.1%
-1829.5233
1
<0.1%
-1312.53
1
<0.1%
-1190.9966
1
<0.1%
-643.87
1
<0.1%
-596.6666
1
<0.1%
-577.1
1
<0.1%
-466.04
1
<0.1%
-422.7466
1
<0.1%
-407.85
1
<0.1%
-379.5933
1
<0.1%
-363.4033
1
<0.1%
LARGEST VALUES
3783141.84
1
<0.1%
1218843.9666
1
<0.1%
1029348.19
1
<0.1%
889020.95
1
<0.1%
825412.0066
1
<0.1%
806062.5933
1
<0.1%
666092.5166
1
<0.1%
607281.3133
1
<0.1%
577779.71
1
<0.1%
569913.88
1
<0.1%
564328.4633
1
<0.1%
557836.92
1
<0.1%
555229.6733
1
<0.1%
449951.7833
1
<0.1%
433727.1933
1
<0.1%
MaxBalanceL3M
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MaxBalanceAVG
0.94
MinBalanceAVG
0.61
Amt_Outflow_G1_L3M
-0.59
Amt_EDO_Out_G1_L3M
-0.55
Total_Amt_Inflow_L3M
0.55
MinBalanceL3M
0.55
Total_Amt_Outflow_L3M
-0.52
Amt_POS_Out_G1_L3M
-0.29
Amt_Pmt_Out_G1_L3M
-0.29
Amt_App
-0.28
Amt_RTC_Out_G1_L3M
-0.20
Num_POS_Out_G1_L3M
0.18
Amt_CW_ATM_Out_G1_L3M
-0.15
Total_Num_Outflow_L3M
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB10
0.26
TAB5
0.24
TAB1
0.20
Num_Accounts_CC
0.12
Has_Deed
0.10
C_Telephones
0.06
Num_Accounts_Veh
0.06
ALL_Max_Delq_Ever
0.05
Thin_File_Flag
0.03
Enquiry_Only_Flag
0.03
VirtualCardTake-up
0.02
MOST FREQUENT VALUES
-0.4
46
0.1%
349.6
33
<0.1%
349.2
8
<0.1%
499.6
8
<0.1%
41.7
5
<0.1%
49.6
5
<0.1%
342.6
4
<0.1%
-0.8
4
<0.1%
350.0
4
<0.1%
98.3
4
<0.1%
999.6
4
<0.1%
1499.6
3
<0.1%
832.6
3
<0.1%
368.32
3
<0.1%
399.6
3
<0.1%
SMALLEST VALUES
-70.8
1
<0.1%
-69.77
1
<0.1%
-63.94
1
<0.1%
-57.21
1
<0.1%
-44.65
1
<0.1%
-19.97
1
<0.1%
-9.0
1
<0.1%
-8.0
1
<0.1%
-7.8
1
<0.1%
-7.0
2
<0.1%
-6.58
1
<0.1%
-5.57
1
<0.1%
-4.38
1
<0.1%
-3.99
1
<0.1%
-3.4
1
<0.1%
LARGEST VALUES
5246770.12
1
<0.1%
5070179.69
1
<0.1%
3960806.48
1
<0.1%
2351579.71
1
<0.1%
1490653.74
1
<0.1%
1486731.76
1
<0.1%
1453756.34
1
<0.1%
1369981.79
1
<0.1%
1245717.03
1
<0.1%
1190606.42
1
<0.1%
1184422.63
1
<0.1%
1135182.39
1
<0.1%
1126946.38
1
<0.1%
1108300.67
1
<0.1%
1091377.69
1
<0.1%
MaxBalanceAVG
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
MaxBalanceL3M
0.94
MinBalanceAVG
0.79
MinBalanceL3M
0.72
Amt_EDO_Out_G1_L3M
-0.62
Amt_Outflow_G1_L3M
-0.61
Total_Amt_Outflow_L3M
-0.53
Total_Amt_Inflow_L3M
0.46
Amt_POS_Out_G1_L3M
-0.29
Amt_Pmt_Out_G1_L3M
-0.26
Amt_App
-0.23
Num_POS_Out_G1_L3M
0.19
Amt_RTC_Out_G1_L3M
-0.18
Total_Num_Outflow_L3M
0.15
Amt_CW_ATM_Out_G1_L3M
-0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB10
0.33
TAB5
0.30
TAB1
0.25
Num_Accounts_CC
0.14
Has_Deed
0.10
C_Telephones
0.06
Num_Accounts_Veh
0.06
ALL_Max_Delq_Ever
0.06
Thin_File_Flag
0.03
Enquiry_Only_Flag
0.03
VirtualCardTake-up
0.02
MOST FREQUENT VALUES
-0.4
24
<0.1%
349.6
14
<0.1%
-0.6666
8
<0.1%
-0.5333
8
<0.1%
41.7
4
<0.1%
-0.8
3
<0.1%
350.0
3
<0.1%
1074.6
3
<0.1%
228.8
3
<0.1%
349.2
3
<0.1%
845.0533
3
<0.1%
3825.15
3
<0.1%
2430.9133
2
<0.1%
87.5033
2
<0.1%
736.7833
2
<0.1%
SMALLEST VALUES
-82.9066
1
<0.1%
-80.4666
1
<0.1%
-70.8
1
<0.1%
-69.77
1
<0.1%
-64.3733
1
<0.1%
-58.0625
1
<0.1%
-57.21
1
<0.1%
-46.9166
1
<0.1%
-42.8866
1
<0.1%
-41.1166
1
<0.1%
-39.3033
1
<0.1%
-34.8233
1
<0.1%
-31.3533
1
<0.1%
-23.2133
1
<0.1%
-19.97
1
<0.1%
LARGEST VALUES
4516269.5833
1
<0.1%
3603452.4333
1
<0.1%
1446386.3833
1
<0.1%
1363195.4333
1
<0.1%
1104163.6466
1
<0.1%
1068611.6666
1
<0.1%
1007103.69
1
<0.1%
836998.1466
1
<0.1%
812250.9133
1
<0.1%
809121.1733
1
<0.1%
807847.9733
1
<0.1%
801532.4266
1
<0.1%
701864.8133
1
<0.1%
695124.2866
1
<0.1%
668772.1
1
<0.1%
ALL_Val_Cur_Mth_Instalm_30_Days
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Accounts_All
0.36
ALL_Val_OD_Bal_1_Year
0.32
ALL_Num_Open_Trades
0.29
ALL_Num_Ever_Trades
0.24
ALL_Num_Open_Satisf_Trades
0.24
ALL_Avg_Months_On_Book
0.22
ALL_Perc_Payments_2Years
0.17
Amt_POS_Out_G1_L3M
-0.15
Num_EDO_Out_G1_L3M
0.15
Amt_Outflow_G1_L3M
-0.15
Score_MI
0.15
ALL_Num_Trades_180_Days
0.15
Total_Amt_Outflow_L3M
-0.14
Total_Amt_Inflow_L3M
0.14

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.37
Num_Accounts_Veh
0.29
Has_Deed
0.22
C_Telephones
0.20
ALL_Max_Delq_Ever
0.19
Thin_File_Flag
0.10
Enquiry_Only_Flag
0.09
VirtualCardTake-up
0.06
TAB1
0.03
TAB5
0.02
TAB10
0.01
MOST FREQUENT VALUES
0.0
5,877
13.5%
-9.0
5,464
12.5%
-7.0
4,752
10.9%
-6.0
132
0.3%
100.0
99
0.2%
180.0
82
0.2%
140.0
78
0.2%
150.0
77
0.2%
200.0
74
0.2%
170.0
71
0.2%
120.0
68
0.2%
220.0
65
0.1%
80.0
64
0.1%
105.0
63
0.1%
155.0
61
0.1%
SMALLEST VALUES
-9.0
5,464
12.5%
-7.0
4,752
10.9%
-6.0
132
0.3%
0.0
5,877
13.5%
1.0
10
<0.1%
2.0
9
<0.1%
3.0
7
<0.1%
4.0
7
<0.1%
5.0
12
<0.1%
6.0
8
<0.1%
7.0
4
<0.1%
8.0
10
<0.1%
9.0
12
<0.1%
10.0
19
<0.1%
11.0
10
<0.1%
LARGEST VALUES
1128399.0
1
<0.1%
639465.0
1
<0.1%
636536.0
1
<0.1%
541903.0
1
<0.1%
453055.0
1
<0.1%
451361.0
1
<0.1%
373254.0
1
<0.1%
349720.0
1
<0.1%
345391.0
1
<0.1%
344500.0
1
<0.1%
337532.0
1
<0.1%
327334.0
1
<0.1%
306040.0
1
<0.1%
280002.0
1
<0.1%
272902.0
1
<0.1%
ALL_Perc_Utilisation
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Num_Open_Trades
0.44
ALL_Num_Trades_180_Days
0.40
Score_MI
0.40
ALL_Num_Open_Satisf_Trades
0.39
ALL_Num_Ever_Trades
0.34
Num_Accounts_All
0.33
ALL_Perc_Payments_2Years
0.25
ALL_Avg_Months_On_Book
0.25
Debt_Review_Score
0.19
ALL_Perc_Satisf_To_Open_Trades
0.16
Num_EDO_Out_G1_L3M
0.15
ALL_Val_Cur_Mth_Instalm_30_Days
0.14
ALL_Val_OD_Bal_1_Year
0.13
Total_Num_Outflow_L3M
0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.46
C_Telephones
0.35
Thin_File_Flag
0.29
Enquiry_Only_Flag
0.26
Num_Accounts_CC
0.17
Num_Accounts_Veh
0.13
Has_Deed
0.09
TAB1
0.04
TAB5
0.03
TAB10
0.03
VirtualCardTake-up
0.00
MOST FREQUENT VALUES
-9.0
5,464
12.5%
-1.0
4,830
11.1%
-7.0
4,752
10.9%
0.0
2,840
6.5%
100.0
885
2.0%
94.0
391
0.9%
92.0
367
0.8%
95.0
367
0.8%
99.0
365
0.8%
89.0
362
0.8%
97.0
360
0.8%
93.0
359
0.8%
96.0
352
0.8%
91.0
331
0.8%
82.0
329
0.8%
SMALLEST VALUES
-9.0
5,464
12.5%
-7.0
4,752
10.9%
-6.0
132
0.3%
-1.0
4,830
11.1%
0.0
2,840
6.5%
1.0
91
0.2%
2.0
72
0.2%
3.0
66
0.2%
4.0
67
0.2%
5.0
71
0.2%
6.0
68
0.2%
7.0
73
0.2%
8.0
61
0.1%
9.0
64
0.1%
10.0
77
0.2%
LARGEST VALUES
999.0
117
0.3%
978.0
1
<0.1%
968.0
1
<0.1%
959.0
1
<0.1%
914.0
1
<0.1%
913.0
1
<0.1%
883.0
1
<0.1%
876.0
1
<0.1%
844.0
1
<0.1%
838.0
2
<0.1%
819.0
1
<0.1%
787.0
1
<0.1%
783.0
2
<0.1%
775.0
1
<0.1%
752.0
1
<0.1%
ALL_Num_Ever_Trades
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Num_Open_Trades
0.79
ALL_Num_Trades_180_Days
0.77
ALL_Num_Open_Satisf_Trades
0.73
Num_Accounts_All
0.72
Score_MI
0.63
ALL_Perc_Payments_2Years
0.53
Num_EDO_Out_G1_L3M
0.39
ALL_Avg_Months_On_Book
0.37
ALL_Perc_Utilisation
0.34
Debt_Review_Score
0.26
Total_Num_Outflow_L3M
0.25
ALL_Val_Cur_Mth_Instalm_30_Days
0.24
ALL_Perc_Satisf_To_Open_Trades
0.24
ALL_Val_OD_Bal_1_Year
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.65
C_Telephones
0.59
Thin_File_Flag
0.47
Enquiry_Only_Flag
0.36
Num_Accounts_CC
0.35
Num_Accounts_Veh
0.28
Has_Deed
0.22
TAB1
0.03
TAB5
0.02
TAB10
0.01
VirtualCardTake-up
0.01
MOST FREQUENT VALUES
1.0
5,902
13.6%
-9.0
5,464
12.5%
-7.0
4,752
10.9%
2.0
4,334
10.0%
3.0
3,329
7.6%
4.0
2,681
6.2%
5.0
2,320
5.3%
6.0
2,060
4.7%
7.0
1,707
3.9%
8.0
1,471
3.4%
9.0
1,326
3.0%
10.0
1,087
2.5%
11.0
939
2.2%
12.0
799
1.8%
13.0
685
1.6%
SMALLEST VALUES
-9.0
5,464
12.5%
-7.0
4,752
10.9%
-6.0
132
0.3%
1.0
5,902
13.6%
2.0
4,334
10.0%
3.0
3,329
7.6%
4.0
2,681
6.2%
5.0
2,320
5.3%
6.0
2,060
4.7%
7.0
1,707
3.9%
8.0
1,471
3.4%
9.0
1,326
3.0%
10.0
1,087
2.5%
11.0
939
2.2%
12.0
799
1.8%
LARGEST VALUES
231.0
1
<0.1%
209.0
1
<0.1%
189.0
1
<0.1%
140.0
1
<0.1%
134.0
1
<0.1%
130.0
2
<0.1%
126.0
1
<0.1%
122.0
1
<0.1%
121.0
1
<0.1%
116.0
1
<0.1%
113.0
3
<0.1%
112.0
1
<0.1%
109.0
1
<0.1%
107.0
2
<0.1%
106.0
1
<0.1%
ALL_Num_Open_Satisf_Trades
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Num_Open_Trades
0.95
Score_MI
0.90
ALL_Num_Trades_180_Days
0.88
ALL_Perc_Payments_2Years
0.77
Num_Accounts_All
0.73
ALL_Num_Ever_Trades
0.73
ALL_Perc_Satisf_To_Open_Trades
0.63
Debt_Review_Score
0.58
ALL_Avg_Months_On_Book
0.55
Num_EDO_Out_G1_L3M
0.42
ALL_Perc_Utilisation
0.39
ALL_Time_MR_Trade
0.30
Total_Num_Outflow_L3M
0.29
ALL_Val_Cur_Mth_Instalm_30_Days
0.24

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.91
C_Telephones
0.71
Thin_File_Flag
0.68
Enquiry_Only_Flag
0.48
Num_Accounts_CC
0.45
Num_Accounts_Veh
0.37
Has_Deed
0.30
VirtualCardTake-up
0.03
TAB10
0.01
TAB5
0.01
TAB1
0.00
MOST FREQUENT VALUES
0.0
12,130
27.9%
1.0
7,269
16.7%
-9.0
5,464
12.5%
-7.0
4,752
10.9%
2.0
4,240
9.7%
3.0
2,879
6.6%
4.0
1,960
4.5%
5.0
1,586
3.6%
6.0
1,062
2.4%
7.0
711
1.6%
8.0
502
1.2%
9.0
315
0.7%
10.0
220
0.5%
-6.0
132
0.3%
11.0
119
0.3%
SMALLEST VALUES
-9.0
5,464
12.5%
-7.0
4,752
10.9%
-6.0
132
0.3%
0.0
12,130
27.9%
1.0
7,269
16.7%
2.0
4,240
9.7%
3.0
2,879
6.6%
4.0
1,960
4.5%
5.0
1,586
3.6%
6.0
1,062
2.4%
7.0
711
1.6%
8.0
502
1.2%
9.0
315
0.7%
10.0
220
0.5%
11.0
119
0.3%
LARGEST VALUES
26.0
1
<0.1%
22.0
3
<0.1%
19.0
4
<0.1%
18.0
5
<0.1%
17.0
12
<0.1%
16.0
13
<0.1%
15.0
23
<0.1%
14.0
22
<0.1%
13.0
47
0.1%
12.0
75
0.2%
11.0
119
0.3%
10.0
220
0.5%
9.0
315
0.7%
8.0
502
1.2%
7.0
711
1.6%
ALL_Num_Trades_180_Days
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Score_MI
0.90
ALL_Num_Open_Satisf_Trades
0.88
ALL_Num_Open_Trades
0.86
ALL_Num_Ever_Trades
0.77
ALL_Perc_Payments_2Years
0.64
Debt_Review_Score
0.64
Num_Accounts_All
0.53
ALL_Perc_Satisf_To_Open_Trades
0.46
ALL_Avg_Months_On_Book
0.44
ALL_Perc_Utilisation
0.40
ALL_Time_MR_Trade
0.34
Num_EDO_Out_G1_L3M
0.32
Total_Num_Outflow_L3M
0.24
TAB7
-0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.92
Thin_File_Flag
0.71
C_Telephones
0.70
Enquiry_Only_Flag
0.48
Num_Accounts_CC
0.24
Num_Accounts_Veh
0.18
Has_Deed
0.18
TAB1
0.04
TAB5
0.02
TAB10
0.02
VirtualCardTake-up
0.02
MOST FREQUENT VALUES
0.0
23,564
54.1%
-9.0
5,464
12.5%
1.0
5,208
12.0%
-7.0
4,752
10.9%
2.0
1,918
4.4%
3.0
825
1.9%
4.0
471
1.1%
5.0
328
0.8%
6.0
289
0.7%
7.0
152
0.3%
-6.0
132
0.3%
8.0
104
0.2%
9.0
76
0.2%
10.0
65
0.1%
11.0
45
0.1%
SMALLEST VALUES
-9.0
5,464
12.5%
-7.0
4,752
10.9%
-6.0
132
0.3%
0.0
23,564
54.1%
1.0
5,208
12.0%
2.0
1,918
4.4%
3.0
825
1.9%
4.0
471
1.1%
5.0
328
0.8%
6.0
289
0.7%
7.0
152
0.3%
8.0
104
0.2%
9.0
76
0.2%
10.0
65
0.1%
11.0
45
0.1%
LARGEST VALUES
55.0
1
<0.1%
36.0
1
<0.1%
33.0
1
<0.1%
32.0
1
<0.1%
29.0
1
<0.1%
28.0
2
<0.1%
27.0
1
<0.1%
26.0
2
<0.1%
25.0
1
<0.1%
24.0
2
<0.1%
23.0
3
<0.1%
22.0
4
<0.1%
21.0
3
<0.1%
20.0
10
<0.1%
19.0
9
<0.1%
ALL_Val_OD_Bal_1_Year
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Val_Cur_Mth_Instalm_30_Days
0.32
Num_Accounts_All
0.21
ALL_Avg_Months_On_Book
0.20
ALL_Num_Open_Trades
0.20
ALL_Num_Ever_Trades
0.18
Total_Num_Outflow_L3M
0.13
ALL_Perc_Utilisation
0.13
Amt_Outflow_G1_L3M
-0.12
Amt_POS_Out_G1_L3M
-0.12
Score_MI
0.11
ALL_Num_Trades_180_Days
0.11
Total_Amt_Outflow_L3M
-0.11
Amt_CNP_Out_G1_L3M
-0.11
Total_Amt_Inflow_L3M
0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.26
Num_Accounts_CC
0.20
C_Telephones
0.18
Num_Accounts_Veh
0.14
Has_Deed
0.14
Thin_File_Flag
0.08
Enquiry_Only_Flag
0.08
VirtualCardTake-up
0.02
TAB10
0.01
TAB5
0.01
TAB1
0.00
MOST FREQUENT VALUES
0.0
16,968
39.0%
-9.0
5,464
12.5%
-7.0
4,752
10.9%
-6.0
132
0.3%
40.0
27
<0.1%
80.0
24
<0.1%
200.0
24
<0.1%
50.0
22
<0.1%
280.0
22
<0.1%
130.0
21
<0.1%
100.0
21
<0.1%
70.0
21
<0.1%
170.0
21
<0.1%
305.0
19
<0.1%
160.0
19
<0.1%
SMALLEST VALUES
-9.0
5,464
12.5%
-7.0
4,752
10.9%
-6.0
132
0.3%
0.0
16,968
39.0%
1.0
10
<0.1%
2.0
7
<0.1%
3.0
8
<0.1%
4.0
9
<0.1%
5.0
11
<0.1%
6.0
3
<0.1%
7.0
5
<0.1%
8.0
8
<0.1%
9.0
4
<0.1%
10.0
3
<0.1%
11.0
6
<0.1%
LARGEST VALUES
1507851.0
1
<0.1%
1189891.0
1
<0.1%
1182395.0
1
<0.1%
968392.0
1
<0.1%
785919.0
1
<0.1%
741307.0
1
<0.1%
738697.0
1
<0.1%
715044.0
1
<0.1%
685952.0
1
<0.1%
612877.0
1
<0.1%
555138.0
1
<0.1%
532747.0
1
<0.1%
516785.0
1
<0.1%
494241.0
1
<0.1%
449366.0
1
<0.1%
C_Telephones
MISSING:
---
TOP CATEGORIES
5.0
24,958
57%
0.0
7,961
18%
2.0
3,160
7%
1.0
2,776
6%
4.0
2,440
6%
3.0
2,251
5%
ALL
43,546
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
C_Telephones
PROVIDES INFORMATION ON...
Enquiry_Only_Flag
0.30
Thin_File_Flag
0.29
Has_Deed
0.16
ALL_Max_Delq_Ever
0.14
Num_Accounts_CC
0.12
Num_Accounts_Veh
0.11
VirtualCardTake-up
0.00
TAB10
0.00
TAB5
0.00
TAB1
0.00

THESE FEATURES
GIVE INFORMATION
ON C_Telephones:
ALL_Max_Delq_Ever
0.24
Thin_File_Flag
0.08
Enquiry_Only_Flag
0.08
Num_Accounts_CC
0.05
Has_Deed
0.04
Num_Accounts_Veh
0.03
VirtualCardTake-up
0.00
TAB1
0.00
TAB5
0.00
TAB10
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
CORRELATION RATIO WITH...
Score_MI
0.76
ALL_Num_Open_Trades
0.73
ALL_Num_Open_Satisf_Trades
0.71
ALL_Num_Trades_180_Days
0.70
ALL_Num_Ever_Trades
0.59
Debt_Review_Score
0.58
ALL_Avg_Months_On_Book
0.54
ALL_Perc_Payments_2Years
0.54
Num_Accounts_All
0.52
ALL_Time_MR_Trade
0.40
ALL_Perc_Utilisation
0.35
Num_EDO_Out_G1_L3M
0.32
ALL_Perc_Satisf_To_Open_Trades
0.32
Total_Num_Outflow_L3M
0.25
ALL_Perc_Satisf_To_Open_Trades
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Perc_Payments_2Years
0.66
ALL_Num_Open_Satisf_Trades
0.63
Score_MI
0.52
ALL_Num_Open_Trades
0.50
ALL_Num_Trades_180_Days
0.46
Debt_Review_Score
0.42
Num_Accounts_All
0.37
ALL_Avg_Months_On_Book
0.31
Num_EDO_Out_G1_L3M
0.26
ALL_Num_Ever_Trades
0.24
Total_Num_Outflow_L3M
0.17
ALL_Perc_Utilisation
0.16
Num_POS_Out_G1_L3M
0.15
Num_Outflow_CC_L3M
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.70
Thin_File_Flag
0.35
C_Telephones
0.32
Enquiry_Only_Flag
0.30
Num_Accounts_CC
0.27
Num_Accounts_Veh
0.22
Has_Deed
0.18
TAB1
0.07
VirtualCardTake-up
0.06
TAB5
0.05
TAB10
0.05
MOST FREQUENT VALUES
0.0
12,130
27.9%
-9.0
5,464
12.5%
-7.0
4,752
10.9%
100.0
3,369
7.7%
50.0
2,527
5.8%
33.0
1,502
3.4%
66.0
1,106
2.5%
25.0
961
2.2%
20.0
736
1.7%
40.0
610
1.4%
16.0
570
1.3%
60.0
509
1.2%
75.0
491
1.1%
14.0
425
1.0%
42.0
341
0.8%
SMALLEST VALUES
-9.0
5,464
12.5%
-7.0
4,752
10.9%
-6.0
132
0.3%
0.0
12,130
27.9%
1.0
27
<0.1%
2.0
74
0.2%
3.0
103
0.2%
4.0
153
0.4%
5.0
191
0.4%
6.0
172
0.4%
7.0
248
0.6%
8.0
198
0.5%
9.0
187
0.4%
10.0
247
0.6%
11.0
307
0.7%
LARGEST VALUES
100.0
3,369
7.7%
94.0
1
<0.1%
92.0
3
<0.1%
91.0
5
<0.1%
90.0
25
<0.1%
88.0
37
<0.1%
87.0
35
<0.1%
86.0
5
<0.1%
85.0
101
0.2%
84.0
11
<0.1%
83.0
175
0.4%
82.0
1
<0.1%
81.0
22
<0.1%
80.0
265
0.6%
78.0
20
<0.1%
ALL_Avg_Months_On_Book
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Time_MR_Trade
0.57
ALL_Num_Open_Trades
0.57
Score_MI
0.55
ALL_Num_Open_Satisf_Trades
0.55
Debt_Review_Score
0.46
ALL_Num_Trades_180_Days
0.44
Num_Accounts_All
0.43
ALL_Perc_Payments_2Years
0.43
ALL_Num_Ever_Trades
0.37
ALL_Perc_Satisf_To_Open_Trades
0.31
ALL_Perc_Utilisation
0.25
ALL_Val_Cur_Mth_Instalm_30_Days
0.22
Num_EDO_Out_G1_L3M
0.21
ALL_Val_OD_Bal_1_Year
0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.55
C_Telephones
0.54
Has_Deed
0.41
Num_Accounts_CC
0.39
Thin_File_Flag
0.37
Enquiry_Only_Flag
0.32
Num_Accounts_Veh
0.17
TAB1
0.11
TAB5
0.10
TAB10
0.09
VirtualCardTake-up
0.01
MOST FREQUENT VALUES
-9.0
5,464
12.5%
-7.0
4,752
10.9%
-1.0
2,300
5.3%
24.0
642
1.5%
23.0
596
1.4%
32.0
581
1.3%
19.0
577
1.3%
31.0
574
1.3%
28.0
574
1.3%
29.0
572
1.3%
34.0
570
1.3%
30.0
569
1.3%
25.0
560
1.3%
27.0
556
1.3%
26.0
555
1.3%
SMALLEST VALUES
-9.0
5,464
12.5%
-7.0
4,752
10.9%
-6.0
132
0.3%
-1.0
2,300
5.3%
0.0
299
0.7%
1.0
297
0.7%
2.0
329
0.8%
3.0
340
0.8%
4.0
382
0.9%
5.0
337
0.8%
6.0
331
0.8%
7.0
299
0.7%
8.0
302
0.7%
9.0
335
0.8%
10.0
347
0.8%
LARGEST VALUES
514.0
1
<0.1%
441.0
1
<0.1%
440.0
1
<0.1%
423.0
1
<0.1%
418.0
1
<0.1%
385.0
1
<0.1%
362.0
1
<0.1%
355.0
1
<0.1%
353.0
1
<0.1%
340.0
1
<0.1%
339.0
1
<0.1%
337.0
1
<0.1%
326.0
1
<0.1%
325.0
1
<0.1%
324.0
1
<0.1%
ALL_Perc_Payments_2Years
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Num_Open_Satisf_Trades
0.77
ALL_Num_Open_Trades
0.70
Score_MI
0.69
ALL_Perc_Satisf_To_Open_Trades
0.66
ALL_Num_Trades_180_Days
0.64
Num_Accounts_All
0.54
ALL_Num_Ever_Trades
0.53
ALL_Avg_Months_On_Book
0.43
Debt_Review_Score
0.42
Num_EDO_Out_G1_L3M
0.42
Total_Num_Outflow_L3M
0.27
ALL_Perc_Utilisation
0.25
Num_POS_Out_G1_L3M
0.22
Num_Outflow_CC_L3M
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.74
C_Telephones
0.54
Thin_File_Flag
0.46
Enquiry_Only_Flag
0.41
Num_Accounts_CC
0.38
Num_Accounts_Veh
0.31
Has_Deed
0.27
VirtualCardTake-up
0.06
TAB1
0.05
TAB5
0.04
TAB10
0.04
MOST FREQUENT VALUES
-9.0
5,464
12.5%
-7.0
4,752
10.9%
0.0
3,189
7.3%
100.0
881
2.0%
50.0
788
1.8%
75.0
618
1.4%
66.0
562
1.3%
4.0
543
1.2%
80.0
531
1.2%
33.0
476
1.1%
83.0
471
1.1%
85.0
467
1.1%
76.0
450
1.0%
60.0
448
1.0%
81.0
437
1.0%
SMALLEST VALUES
-9.0
5,464
12.5%
-7.0
4,752
10.9%
-6.0
132
0.3%
0.0
3,189
7.3%
1.0
100
0.2%
2.0
246
0.6%
3.0
190
0.4%
4.0
543
1.2%
5.0
240
0.6%
6.0
217
0.5%
7.0
240
0.6%
8.0
375
0.9%
9.0
208
0.5%
10.0
248
0.6%
11.0
236
0.5%
LARGEST VALUES
100.0
881
2.0%
99.0
5
<0.1%
98.0
38
<0.1%
97.0
91
0.2%
96.0
143
0.3%
95.0
284
0.7%
94.0
225
0.5%
93.0
280
0.6%
92.0
328
0.8%
91.0
381
0.9%
90.0
411
0.9%
89.0
314
0.7%
88.0
405
0.9%
87.0
422
1.0%
86.0
426
1.0%
ALL_Time_MR_Trade
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Debt_Review_Score
0.58
ALL_Avg_Months_On_Book
0.57
Score_MI
0.48
ALL_Num_Trades_180_Days
0.34
ALL_Num_Open_Satisf_Trades
0.30
ALL_Num_Open_Trades
0.29
ALL_Perc_Payments_2Years
0.17
ALL_Num_Ever_Trades
0.11
ALL_Perc_Utilisation
0.10
ALL_Perc_Satisf_To_Open_Trades
0.10
ALL_Val_OD_Bal_1_Year
0.09
Amt_POS_Out_G1_L3M
-0.07
Num_POS_Out_G1_L3M
0.07
MaxBalanceAVG
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.49
C_Telephones
0.40
Thin_File_Flag
0.34
Enquiry_Only_Flag
0.28
Has_Deed
0.16
Num_Accounts_CC
0.06
TAB5
0.04
TAB1
0.04
VirtualCardTake-up
0.04
TAB10
0.03
Num_Accounts_Veh
0.03
MOST FREQUENT VALUES
-9.0
5,464
12.5%
-7.0
4,752
10.9%
0.0
2,460
5.6%
1.0
1,796
4.1%
3.0
1,514
3.5%
4.0
1,398
3.2%
2.0
1,312
3.0%
5.0
1,120
2.6%
6.0
958
2.2%
7.0
894
2.1%
13.0
836
1.9%
12.0
748
1.7%
19.0
734
1.7%
10.0
709
1.6%
9.0
708
1.6%
SMALLEST VALUES
-9.0
5,464
12.5%
-7.0
4,752
10.9%
-6.0
132
0.3%
0.0
2,460
5.6%
1.0
1,796
4.1%
2.0
1,312
3.0%
3.0
1,514
3.5%
4.0
1,398
3.2%
5.0
1,120
2.6%
6.0
958
2.2%
7.0
894
2.1%
8.0
694
1.6%
9.0
708
1.6%
10.0
709
1.6%
11.0
509
1.2%
LARGEST VALUES
514.0
1
<0.1%
441.0
1
<0.1%
432.0
1
<0.1%
423.0
1
<0.1%
418.0
1
<0.1%
362.0
1
<0.1%
355.0
1
<0.1%
339.0
1
<0.1%
321.0
2
<0.1%
313.0
3
<0.1%
310.0
1
<0.1%
309.0
1
<0.1%
305.0
1
<0.1%
302.0
1
<0.1%
298.0
1
<0.1%
ALL_Num_Open_Trades
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Num_Open_Satisf_Trades
0.95
Score_MI
0.88
ALL_Num_Trades_180_Days
0.86
Num_Accounts_All
0.81
ALL_Num_Ever_Trades
0.79
ALL_Perc_Payments_2Years
0.70
ALL_Avg_Months_On_Book
0.57
Debt_Review_Score
0.52
ALL_Perc_Satisf_To_Open_Trades
0.50
ALL_Perc_Utilisation
0.44
Num_EDO_Out_G1_L3M
0.40
Total_Num_Outflow_L3M
0.29
ALL_Val_Cur_Mth_Instalm_30_Days
0.29
ALL_Time_MR_Trade
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.89
C_Telephones
0.73
Thin_File_Flag
0.66
Enquiry_Only_Flag
0.48
Num_Accounts_CC
0.47
Num_Accounts_Veh
0.36
Has_Deed
0.29
VirtualCardTake-up
0.03
TAB1
0.01
TAB5
0.01
TAB10
0.00
MOST FREQUENT VALUES
1.0
7,903
18.1%
2.0
5,604
12.9%
-9.0
5,464
12.5%
-7.0
4,752
10.9%
3.0
4,305
9.9%
4.0
3,185
7.3%
5.0
2,692
6.2%
0.0
2,300
5.3%
6.0
1,973
4.5%
7.0
1,498
3.4%
8.0
1,099
2.5%
9.0
862
2.0%
10.0
537
1.2%
11.0
429
1.0%
12.0
277
0.6%
SMALLEST VALUES
-9.0
5,464
12.5%
-7.0
4,752
10.9%
-6.0
132
0.3%
0.0
2,300
5.3%
1.0
7,903
18.1%
2.0
5,604
12.9%
3.0
4,305
9.9%
4.0
3,185
7.3%
5.0
2,692
6.2%
6.0
1,973
4.5%
7.0
1,498
3.4%
8.0
1,099
2.5%
9.0
862
2.0%
10.0
537
1.2%
11.0
429
1.0%
LARGEST VALUES
31.0
1
<0.1%
29.0
1
<0.1%
28.0
1
<0.1%
26.0
2
<0.1%
25.0
2
<0.1%
24.0
1
<0.1%
23.0
3
<0.1%
22.0
6
<0.1%
21.0
9
<0.1%
20.0
11
<0.1%
19.0
17
<0.1%
18.0
23
<0.1%
17.0
41
<0.1%
16.0
54
0.1%
15.0
72
0.2%
Has_Deed
MISSING:
---
TOP CATEGORIES
N
38,744
89%
Y
4,802
11%
ALL
43,546
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Has_Deed
PROVIDES INFORMATION ON...
Num_Accounts_CC
0.05
Thin_File_Flag
0.04
C_Telephones
0.04
Num_Accounts_Veh
0.04
Enquiry_Only_Flag
0.04
TAB10
0.03
TAB5
0.03
TAB1
0.03
ALL_Max_Delq_Ever
0.01
VirtualCardTake-up
0.00

THESE FEATURES
GIVE INFORMATION
ON Has_Deed:
C_Telephones
0.16
ALL_Max_Delq_Ever
0.10
Num_Accounts_CC
0.09
Thin_File_Flag
0.05
Num_Accounts_Veh
0.04
Enquiry_Only_Flag
0.04
TAB1
0.01
TAB5
0.01
TAB10
0.01
VirtualCardTake-up
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Has_Deed
CORRELATION RATIO WITH...
ALL_Avg_Months_On_Book
0.41
Num_Accounts_All
0.32
ALL_Num_Open_Satisf_Trades
0.30
ALL_Num_Open_Trades
0.29
ALL_Perc_Payments_2Years
0.27
ALL_Num_Ever_Trades
0.22
Score_MI
0.22
ALL_Val_Cur_Mth_Instalm_30_Days
0.22
ALL_Perc_Satisf_To_Open_Trades
0.18
ALL_Num_Trades_180_Days
0.18
Num_EDO_Out_G1_L3M
0.17
ALL_Time_MR_Trade
0.16
Amt_POS_Out_G1_L3M
0.16
Total_Amt_Outflow_L3M
0.15
Debt_Review_Score
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Score_MI
0.81
ALL_Num_Trades_180_Days
0.64
ALL_Time_MR_Trade
0.58
ALL_Num_Open_Satisf_Trades
0.58
ALL_Num_Open_Trades
0.52
ALL_Avg_Months_On_Book
0.46
ALL_Perc_Payments_2Years
0.42
ALL_Perc_Satisf_To_Open_Trades
0.42
ALL_Num_Ever_Trades
0.26
ALL_Perc_Utilisation
0.19
Total_Num_Outflow_L3M
0.08
TAB9
-0.08
TAB8
-0.07
Num_POS_Out_G1_L3M
0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.84
Enquiry_Only_Flag
0.61
C_Telephones
0.58
Thin_File_Flag
0.46
Has_Deed
0.10
Num_Accounts_CC
0.04
VirtualCardTake-up
0.03
TAB5
0.02
TAB1
0.02
TAB10
0.02
Num_Accounts_Veh
0.01
MOST FREQUENT VALUES
640.0
5,465
12.5%
606.0
3,314
7.6%
594.0
1,381
3.2%
795.0
617
1.4%
854.0
592
1.4%
821.0
582
1.3%
815.0
495
1.1%
789.0
454
1.0%
767.0
426
1.0%
848.0
375
0.9%
830.0
358
0.8%
777.0
351
0.8%
761.0
347
0.8%
819.0
333
0.8%
786.0
325
0.7%
SMALLEST VALUES
575.0
9
<0.1%
589.0
48
0.1%
594.0
1,381
3.2%
606.0
3,314
7.6%
616.0
1
<0.1%
622.0
1
<0.1%
626.0
1
<0.1%
628.0
1
<0.1%
629.0
1
<0.1%
630.0
1
<0.1%
631.0
1
<0.1%
633.0
3
<0.1%
634.0
2
<0.1%
635.0
3
<0.1%
636.0
1
<0.1%
LARGEST VALUES
861.0
36
<0.1%
855.0
31
<0.1%
854.0
592
1.4%
852.0
70
0.2%
849.0
85
0.2%
848.0
375
0.9%
846.0
38
<0.1%
845.0
195
0.4%
844.0
28
<0.1%
843.0
59
0.1%
842.0
55
0.1%
840.0
13
<0.1%
839.0
130
0.3%
838.0
23
<0.1%
837.0
282
0.6%
ALL_Max_Delq_Ever
MISSING:
---
TOP CATEGORIES
9
11,293
26%
!
5,464
13%
$
4,752
11%
0
4,510
10%
13
3,827
9%
1
3,005
7%
12
2,145
5%
8
1,873
4%
2
1,656
4%
4
1,201
3%
3
1,201
3%
5
907
2%
6
896
2%
7
680
2%
@
132
<1%
11
4
<1%
ALL
43,546
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ALL_Max_Delq_Ever
PROVIDES INFORMATION ON...
Thin_File_Flag
1.00
Enquiry_Only_Flag
1.00
C_Telephones
0.24
Num_Accounts_CC
0.10
Num_Accounts_Veh
0.10
Has_Deed
0.10
TAB10
0.05
TAB5
0.05
TAB1
0.04
VirtualCardTake-up
0.00

THESE FEATURES
GIVE INFORMATION
ON ALL_Max_Delq_Ever:
Thin_File_Flag
0.16
Enquiry_Only_Flag
0.15
C_Telephones
0.14
Num_Accounts_CC
0.03
Num_Accounts_Veh
0.01
Has_Deed
0.01
TAB1
0.00
TAB5
0.00
TAB10
0.00
VirtualCardTake-up
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
CORRELATION RATIO WITH...
Score_MI
1.00
ALL_Num_Trades_180_Days
0.92
ALL_Num_Open_Satisf_Trades
0.91
ALL_Num_Open_Trades
0.89
Debt_Review_Score
0.84
ALL_Perc_Payments_2Years
0.74
ALL_Perc_Satisf_To_Open_Trades
0.70
ALL_Num_Ever_Trades
0.65
ALL_Avg_Months_On_Book
0.55
Num_Accounts_All
0.50
ALL_Time_MR_Trade
0.49
ALL_Perc_Utilisation
0.46
Num_EDO_Out_G1_L3M
0.28
ALL_Val_OD_Bal_1_Year
0.26
Score_MI
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Num_Trades_180_Days
0.90
ALL_Num_Open_Satisf_Trades
0.90
ALL_Num_Open_Trades
0.88
Debt_Review_Score
0.81
ALL_Perc_Payments_2Years
0.69
ALL_Num_Ever_Trades
0.63
ALL_Avg_Months_On_Book
0.55
ALL_Perc_Satisf_To_Open_Trades
0.52
Num_Accounts_All
0.48
ALL_Time_MR_Trade
0.48
ALL_Perc_Utilisation
0.40
Num_EDO_Out_G1_L3M
0.28
Total_Num_Outflow_L3M
0.23
Num_POS_Out_G1_L3M
0.16

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
1.00
C_Telephones
0.76
Thin_File_Flag
0.68
Enquiry_Only_Flag
0.63
Num_Accounts_CC
0.28
Has_Deed
0.22
Num_Accounts_Veh
0.20
VirtualCardTake-up
0.01
TAB1
0.01
TAB10
0.00
TAB5
0.00
MOST FREQUENT VALUES
1.0
9,458
21.7%
617.0
1,531
3.5%
621.0
1,477
3.4%
615.0
1,264
2.9%
611.0
841
1.9%
619.0
743
1.7%
613.0
711
1.6%
623.0
686
1.6%
625.0
645
1.5%
609.0
634
1.5%
618.0
629
1.4%
629.0
623
1.4%
622.0
606
1.4%
607.0
600
1.4%
610.0
596
1.4%
SMALLEST VALUES
1.0
9,458
21.7%
2.0
295
0.7%
3.0
175
0.4%
4.0
288
0.7%
565.0
1
<0.1%
566.0
1
<0.1%
569.0
2
<0.1%
572.0
2
<0.1%
573.0
1
<0.1%
574.0
2
<0.1%
575.0
3
<0.1%
576.0
4
<0.1%
577.0
4
<0.1%
578.0
7
<0.1%
579.0
8
<0.1%
LARGEST VALUES
728.0
13
<0.1%
727.0
2
<0.1%
724.0
3
<0.1%
722.0
8
<0.1%
721.0
2
<0.1%
719.0
1
<0.1%
718.0
3
<0.1%
717.0
7
<0.1%
716.0
5
<0.1%
715.0
6
<0.1%
714.0
7
<0.1%
713.0
11
<0.1%
712.0
8
<0.1%
711.0
9
<0.1%
710.0
13
<0.1%
Thin_File_Flag
MISSING:
---
TOP CATEGORIES
0.0
38,082
87%
1.0
5,464
13%
ALL
43,546
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Thin_File_Flag
PROVIDES INFORMATION ON...
ALL_Max_Delq_Ever
0.16
C_Telephones
0.08
Has_Deed
0.05
Enquiry_Only_Flag
0.05
Num_Accounts_CC
0.04
Num_Accounts_Veh
0.04
TAB1
0.00
TAB5
0.00
TAB10
0.00
VirtualCardTake-up
0.00

THESE FEATURES
GIVE INFORMATION
ON Thin_File_Flag:
ALL_Max_Delq_Ever
1.00
C_Telephones
0.29
Num_Accounts_CC
0.07
Has_Deed
0.04
Enquiry_Only_Flag
0.04
Num_Accounts_Veh
0.04
TAB1
0.00
TAB5
0.00
TAB10
0.00
VirtualCardTake-up
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Thin_File_Flag
CORRELATION RATIO WITH...
ALL_Num_Trades_180_Days
0.71
Score_MI
0.68
ALL_Num_Open_Satisf_Trades
0.68
ALL_Num_Open_Trades
0.66
ALL_Num_Ever_Trades
0.47
ALL_Perc_Payments_2Years
0.46
Debt_Review_Score
0.46
ALL_Avg_Months_On_Book
0.37
ALL_Perc_Satisf_To_Open_Trades
0.35
ALL_Time_MR_Trade
0.34
Num_Accounts_All
0.32
ALL_Perc_Utilisation
0.29
Num_EDO_Out_G1_L3M
0.18
Total_Num_Outflow_L3M
0.17
Enquiry_Only_Flag
MISSING:
---
TOP CATEGORIES
0.0
38,794
89%
1.0
4,752
11%
ALL
43,546
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Enquiry_Only_Flag
PROVIDES INFORMATION ON...
ALL_Max_Delq_Ever
0.15
C_Telephones
0.08
Thin_File_Flag
0.04
Has_Deed
0.04
Num_Accounts_CC
0.04
Num_Accounts_Veh
0.03
TAB5
0.00
TAB10
0.00
TAB1
0.00
VirtualCardTake-up
0.00

THESE FEATURES
GIVE INFORMATION
ON Enquiry_Only_Flag:
ALL_Max_Delq_Ever
1.00
C_Telephones
0.30
Num_Accounts_CC
0.06
Thin_File_Flag
0.05
Has_Deed
0.04
Num_Accounts_Veh
0.03
VirtualCardTake-up
0.00
TAB5
0.00
TAB1
0.00
TAB10
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Enquiry_Only_Flag
CORRELATION RATIO WITH...
Score_MI
0.63
Debt_Review_Score
0.61
ALL_Num_Open_Trades
0.48
ALL_Num_Trades_180_Days
0.48
ALL_Num_Open_Satisf_Trades
0.48
ALL_Perc_Payments_2Years
0.41
ALL_Num_Ever_Trades
0.36
ALL_Avg_Months_On_Book
0.32
ALL_Perc_Satisf_To_Open_Trades
0.30
Num_Accounts_All
0.29
ALL_Time_MR_Trade
0.28
ALL_Perc_Utilisation
0.26
Num_EDO_Out_G1_L3M
0.16
Total_Num_Outflow_L3M
0.13
Num_Accounts_All
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
ALL_Num_Open_Trades
0.81
ALL_Num_Open_Satisf_Trades
0.73
ALL_Num_Ever_Trades
0.72
ALL_Perc_Payments_2Years
0.54
ALL_Num_Trades_180_Days
0.53
Score_MI
0.48
Num_EDO_Out_G1_L3M
0.46
ALL_Avg_Months_On_Book
0.43
ALL_Perc_Satisf_To_Open_Trades
0.37
ALL_Val_Cur_Mth_Instalm_30_Days
0.36
ALL_Perc_Utilisation
0.33
Total_Num_Outflow_L3M
0.27
ALL_Val_OD_Bal_1_Year
0.21
Num_Outflow_CC_L3M
0.21

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.59
C_Telephones
0.52
ALL_Max_Delq_Ever
0.50
Num_Accounts_Veh
0.47
Has_Deed
0.32
Thin_File_Flag
0.32
Enquiry_Only_Flag
0.29
VirtualCardTake-up
0.07
TAB1
0.01
TAB10
0.01
TAB5
0.00
MOST FREQUENT VALUES
0.0
14,453
33.2%
1.0
8,338
19.1%
2.0
5,783
13.3%
3.0
4,138
9.5%
4.0
3,059
7.0%
5.0
2,356
5.4%
6.0
1,669
3.8%
7.0
1,261
2.9%
8.0
846
1.9%
9.0
564
1.3%
10.0
370
0.8%
11.0
251
0.6%
12.0
176
0.4%
13.0
92
0.2%
14.0
70
0.2%
SMALLEST VALUES
0.0
14,453
33.2%
1.0
8,338
19.1%
2.0
5,783
13.3%
3.0
4,138
9.5%
4.0
3,059
7.0%
5.0
2,356
5.4%
6.0
1,669
3.8%
7.0
1,261
2.9%
8.0
846
1.9%
9.0
564
1.3%
10.0
370
0.8%
11.0
251
0.6%
12.0
176
0.4%
13.0
92
0.2%
14.0
70
0.2%
LARGEST VALUES
26.0
2
<0.1%
25.0
2
<0.1%
23.0
2
<0.1%
21.0
6
<0.1%
20.0
3
<0.1%
19.0
5
<0.1%
18.0
14
<0.1%
17.0
12
<0.1%
16.0
34
<0.1%
15.0
40
<0.1%
14.0
70
0.2%
13.0
92
0.2%
12.0
176
0.4%
11.0
251
0.6%
10.0
370
0.8%
Num_Accounts_CC
MISSING:
---
TOP CATEGORIES
0.0
36,044
83%
1.0
5,873
13%
2.0
1,224
3%
3.0
292
<1%
4.0
70
<1%
5.0
26
<1%
6.0
11
<1%
7.0
3
<1%
9.0
2
<1%
10.0
1
<1%
ALL
43,546
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Num_Accounts_CC
PROVIDES INFORMATION ON...
Num_Accounts_Veh
0.12
Has_Deed
0.09
Thin_File_Flag
0.07
Enquiry_Only_Flag
0.06
C_Telephones
0.05
ALL_Max_Delq_Ever
0.03
TAB10
0.02
TAB5
0.01
TAB1
0.01
VirtualCardTake-up
0.01

THESE FEATURES
GIVE INFORMATION
ON Num_Accounts_CC:
C_Telephones
0.12
ALL_Max_Delq_Ever
0.10
Num_Accounts_Veh
0.07
Has_Deed
0.05
Thin_File_Flag
0.04
Enquiry_Only_Flag
0.04
VirtualCardTake-up
0.01
TAB1
0.00
TAB5
0.00
TAB10
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
CORRELATION RATIO WITH...
Num_Accounts_All
0.59
ALL_Num_Open_Trades
0.47
ALL_Num_Open_Satisf_Trades
0.45
ALL_Avg_Months_On_Book
0.39
ALL_Perc_Payments_2Years
0.38
Num_Outflow_CC_L3M
0.38
ALL_Val_Cur_Mth_Instalm_30_Days
0.37
ALL_Num_Ever_Trades
0.35
Num_EDO_Out_G1_L3M
0.30
Score_MI
0.28
ALL_Perc_Satisf_To_Open_Trades
0.27
ALL_Num_Trades_180_Days
0.24
Amt_Outflow_CC_L3M
0.21
ALL_Val_OD_Bal_1_Year
0.20
Num_Accounts_Veh
MISSING:
---
TOP CATEGORIES
0.0
39,410
91%
1.0
3,735
9%
2.0
348
<1%
3.0
42
<1%
4.0
9
<1%
7.0
1
<1%
5.0
1
<1%
ALL
43,546
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Num_Accounts_Veh
PROVIDES INFORMATION ON...
Num_Accounts_CC
0.07
Has_Deed
0.04
Thin_File_Flag
0.04
Enquiry_Only_Flag
0.03
C_Telephones
0.03
ALL_Max_Delq_Ever
0.01
VirtualCardTake-up
0.01
TAB10
0.00
TAB5
0.00
TAB1
0.00

THESE FEATURES
GIVE INFORMATION
ON Num_Accounts_Veh:
Num_Accounts_CC
0.12
C_Telephones
0.11
ALL_Max_Delq_Ever
0.10
Has_Deed
0.04
Thin_File_Flag
0.04
Enquiry_Only_Flag
0.03
VirtualCardTake-up
0.01
TAB1
0.00
TAB10
0.00
TAB5
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_Veh
CORRELATION RATIO WITH...
Num_Accounts_All
0.47
ALL_Num_Open_Satisf_Trades
0.37
ALL_Num_Open_Trades
0.36
ALL_Perc_Payments_2Years
0.31
ALL_Val_Cur_Mth_Instalm_30_Days
0.29
ALL_Num_Ever_Trades
0.28
Num_EDO_Out_G1_L3M
0.28
ALL_Perc_Satisf_To_Open_Trades
0.22
Score_MI
0.20
Total_Num_Outflow_L3M
0.19
Num_POS_Out_G1_L3M
0.19
ALL_Num_Trades_180_Days
0.18
Num_RTC_Out_G1_L3M
0.18
ALL_Avg_Months_On_Book
0.17
Num_USSD
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_USSD
-0.26
Num_Airtime
0.18
Num_Prepaid_Out_G1_L3M
0.17
Total_Num_Outflow_L3M
0.14
Num_Pmt_Out_G1_L3M
0.13
Amt_Airtime
-0.12
Num_CW_ATM_Out_G1_L3M
0.12
Num_App
-0.12
Amt_Prepaid_Out_G1_L3M
-0.08
TAB9
-0.07
TAB8
-0.07
Num_EDO_Out_G1_L3M
0.07
Amt_CW_ATM_Out_G1_L3M
-0.07
TAB7
-0.06

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
VirtualCardTake-up
0.13
ALL_Max_Delq_Ever
0.07
C_Telephones
0.06
Thin_File_Flag
0.04
Has_Deed
0.03
Enquiry_Only_Flag
0.03
TAB1
0.02
Num_Accounts_CC
0.02
Num_Accounts_Veh
0.01
TAB5
0.01
TAB10
0.01
MOST FREQUENT VALUES
0.0
38,231
87.8%
1.0
1,117
2.6%
2.0
659
1.5%
3.0
506
1.2%
4.0
444
1.0%
5.0
360
0.8%
6.0
308
0.7%
7.0
289
0.7%
8.0
249
0.6%
9.0
217
0.5%
10.0
154
0.4%
11.0
145
0.3%
14.0
107
0.2%
12.0
107
0.2%
13.0
98
0.2%
SMALLEST VALUES
0.0
38,231
87.8%
1.0
1,117
2.6%
2.0
659
1.5%
3.0
506
1.2%
4.0
444
1.0%
5.0
360
0.8%
6.0
308
0.7%
7.0
289
0.7%
8.0
249
0.6%
9.0
217
0.5%
10.0
154
0.4%
11.0
145
0.3%
12.0
107
0.2%
13.0
98
0.2%
14.0
107
0.2%
LARGEST VALUES
71.0
1
<0.1%
64.0
2
<0.1%
47.0
1
<0.1%
46.0
2
<0.1%
44.0
2
<0.1%
42.0
2
<0.1%
41.0
6
<0.1%
40.0
4
<0.1%
39.0
3
<0.1%
38.0
3
<0.1%
37.0
5
<0.1%
36.0
3
<0.1%
35.0
6
<0.1%
34.0
3
<0.1%
33.0
3
<0.1%
Amt_USSD
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_USSD
-0.26
MaxBalanceL3M
-0.06
Total_Amt_Inflow_L3M
-0.05
Num_Airtime
-0.05
Num_Prepaid_Out_G1_L3M
-0.05
Amt_Airtime
0.04
Total_Num_Outflow_L3M
-0.04
Num_CW_ATM_Out_G1_L3M
-0.04
Num_App
0.04
MaxBalanceAVG
-0.03
Amt_CW_ATM_Out_G1_L3M
0.03
Num_Pmt_Out_G1_L3M
-0.03
Num_EDO_Out_G1_L3M
-0.03
Amt_Prepaid_Out_G1_L3M
0.02

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
VirtualCardTake-up
0.03
C_Telephones
0.03
ALL_Max_Delq_Ever
0.02
Thin_File_Flag
0.02
Has_Deed
0.01
Num_Accounts_CC
0.01
Enquiry_Only_Flag
0.00
Num_Accounts_Veh
0.00
TAB1
0.00
TAB5
0.00
TAB10
0.00
MOST FREQUENT VALUES
0.0
38,231
87.8%
-200.0
145
0.3%
-100.0
138
0.3%
-300.0
126
0.3%
-500.0
112
0.3%
-1000.0
104
0.2%
-400.0
93
0.2%
-600.0
67
0.2%
-150.0
67
0.2%
-250.0
61
0.1%
-50.0
58
0.1%
-800.0
56
0.1%
-700.0
49
0.1%
-1500.0
43
<0.1%
-1200.0
41
<0.1%
SMALLEST VALUES
-799956.0
1
<0.1%
-350000.0
1
<0.1%
-176563.0
1
<0.1%
-153720.0
1
<0.1%
-130459.0
1
<0.1%
-92388.0
1
<0.1%
-71473.0
1
<0.1%
-66310.0
1
<0.1%
-56550.0
1
<0.1%
-48900.0
1
<0.1%
-47350.0
1
<0.1%
-35850.0
1
<0.1%
-34565.0
1
<0.1%
-34140.0
1
<0.1%
-33380.0
1
<0.1%
LARGEST VALUES
0.0
38,231
87.8%
-2.0
1
<0.1%
-3.0
1
<0.1%
-5.0
2
<0.1%
-10.0
7
<0.1%
-13.0
3
<0.1%
-14.0
1
<0.1%
-20.0
2
<0.1%
-22.0
1
<0.1%
-25.0
1
<0.1%
-30.0
8
<0.1%
-34.0
2
<0.1%
-40.0
8
<0.1%
-42.0
1
<0.1%
-50.0
58
0.1%
Num_App
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Total_Num_Outflow_L3M
0.65
Num_Pmt_Out_G1_L3M
0.59
Num_Airtime
0.58
Amt_Airtime
-0.57
Num_Prepaid_Out_G1_L3M
0.55
Amt_Prepaid_Out_G1_L3M
-0.53
Num_RTC_Out_G1_L3M
0.44
Num_Inflow_G1_L3M
0.42
Num_POS_Out_G1_L3M
0.41
Amt_App
-0.39
Total_Num_Inflow_L3M
0.38
Amt_Outflow_G1_L3M
-0.37
Num_Elec
0.35
Total_Amt_Outflow_L3M
-0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
VirtualCardTake-up
0.19
ALL_Max_Delq_Ever
0.15
Num_Accounts_Veh
0.15
C_Telephones
0.13
Num_Accounts_CC
0.12
Thin_File_Flag
0.10
Enquiry_Only_Flag
0.08
Has_Deed
0.06
TAB5
0.01
TAB10
0.01
TAB1
0.01
MOST FREQUENT VALUES
0.0
16,003
36.7%
1.0
2,269
5.2%
2.0
1,957
4.5%
3.0
1,814
4.2%
4.0
1,646
3.8%
5.0
1,477
3.4%
6.0
1,436
3.3%
7.0
1,364
3.1%
8.0
1,318
3.0%
9.0
1,222
2.8%
10.0
1,017
2.3%
11.0
983
2.3%
12.0
921
2.1%
13.0
830
1.9%
14.0
804
1.8%
SMALLEST VALUES
0.0
16,003
36.7%
1.0
2,269
5.2%
2.0
1,957
4.5%
3.0
1,814
4.2%
4.0
1,646
3.8%
5.0
1,477
3.4%
6.0
1,436
3.3%
7.0
1,364
3.1%
8.0
1,318
3.0%
9.0
1,222
2.8%
10.0
1,017
2.3%
11.0
983
2.3%
12.0
921
2.1%
13.0
830
1.9%
14.0
804
1.8%
LARGEST VALUES
242.0
1
<0.1%
187.0
1
<0.1%
185.0
1
<0.1%
177.0
1
<0.1%
159.0
1
<0.1%
149.0
1
<0.1%
142.0
1
<0.1%
141.0
1
<0.1%
140.0
1
<0.1%
138.0
3
<0.1%
135.0
1
<0.1%
133.0
3
<0.1%
132.0
2
<0.1%
130.0
1
<0.1%
128.0
1
<0.1%
Amt_App
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Pmt_Out_G1_L3M
0.70
Amt_Outflow_G1_L3M
0.62
Total_Amt_Inflow_L3M
-0.61
Total_Amt_Outflow_L3M
0.57
Amt_RTC_Out_G1_L3M
0.55
Num_App
-0.39
Num_RTC_Out_G1_L3M
-0.35
Num_Pmt_Out_G1_L3M
-0.29
Total_Num_Outflow_L3M
-0.29
MaxBalanceL3M
-0.28
Amt_POS_Out_G1_L3M
0.27
Amt_Prepaid_Out_G1_L3M
0.24
MaxBalanceAVG
-0.23
Amt_Airtime
0.22

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Num_Accounts_CC
0.11
Has_Deed
0.10
Num_Accounts_Veh
0.10
C_Telephones
0.09
ALL_Max_Delq_Ever
0.08
VirtualCardTake-up
0.06
Thin_File_Flag
0.05
TAB1
0.05
TAB5
0.05
Enquiry_Only_Flag
0.04
TAB10
0.04
MOST FREQUENT VALUES
0.0
16,003
36.7%
-100.0
152
0.3%
-200.0
147
0.3%
-12.0
142
0.3%
-500.0
110
0.3%
-20.0
105
0.2%
-30.0
102
0.2%
-300.0
96
0.2%
-50.0
94
0.2%
-1000.0
83
0.2%
-150.0
80
0.2%
-400.0
76
0.2%
-250.0
73
0.2%
-60.0
67
0.2%
-600.0
63
0.1%
SMALLEST VALUES
-1901740.0
1
<0.1%
-1741081.49
1
<0.1%
-1455846.5
1
<0.1%
-1367771.0
1
<0.1%
-1259585.44
1
<0.1%
-994988.6
1
<0.1%
-965859.0
1
<0.1%
-893374.0
1
<0.1%
-882456.04
1
<0.1%
-739737.01
1
<0.1%
-735157.0
1
<0.1%
-718499.0
1
<0.1%
-677211.0
1
<0.1%
-654101.47
1
<0.1%
-634398.0
1
<0.1%
LARGEST VALUES
0.0
16,003
36.7%
-0.1
1
<0.1%
-0.28
1
<0.1%
-0.5
2
<0.1%
-0.52
1
<0.1%
-0.77
1
<0.1%
-1.0
2
<0.1%
-1.2
1
<0.1%
-1.23
1
<0.1%
-1.5
1
<0.1%
-1.53
1
<0.1%
-2.0
1
<0.1%
-2.48
1
<0.1%
-2.5
1
<0.1%
-2.99
1
<0.1%
Num_Elec
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Elec
-0.63
Amt_Prepaid_Out_G1_L3M
-0.45
Num_App
0.35
Num_Prepaid_Out_G1_L3M
0.34
Total_Num_Outflow_L3M
0.33
Num_POS_Out_G1_L3M
0.26
Num_Airtime
0.23
Amt_Airtime
-0.22
Num_Pmt_Out_G1_L3M
0.21
Amt_POS_Out_G1_L3M
-0.19
Num_Inflow_G1_L3M
0.18
Total_Num_Inflow_L3M
0.16
Amt_Outflow_G1_L3M
-0.15
Num_RTC_Out_G1_L3M
0.15

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.11
ALL_Max_Delq_Ever
0.10
Num_Accounts_CC
0.08
Num_Accounts_Veh
0.08
Has_Deed
0.08
VirtualCardTake-up
0.07
Thin_File_Flag
0.07
Enquiry_Only_Flag
0.06
TAB1
0.01
TAB5
0.01
TAB10
0.01
MOST FREQUENT VALUES
0.0
35,562
81.7%
1.0
3,903
9.0%
2.0
1,799
4.1%
3.0
915
2.1%
4.0
520
1.2%
5.0
314
0.7%
6.0
173
0.4%
7.0
122
0.3%
8.0
74
0.2%
9.0
43
<0.1%
10.0
35
<0.1%
12.0
22
<0.1%
13.0
15
<0.1%
11.0
14
<0.1%
14.0
9
<0.1%
SMALLEST VALUES
0.0
35,562
81.7%
1.0
3,903
9.0%
2.0
1,799
4.1%
3.0
915
2.1%
4.0
520
1.2%
5.0
314
0.7%
6.0
173
0.4%
7.0
122
0.3%
8.0
74
0.2%
9.0
43
<0.1%
10.0
35
<0.1%
11.0
14
<0.1%
12.0
22
<0.1%
13.0
15
<0.1%
14.0
9
<0.1%
LARGEST VALUES
28.0
1
<0.1%
27.0
1
<0.1%
25.0
1
<0.1%
24.0
2
<0.1%
22.0
3
<0.1%
21.0
2
<0.1%
19.0
3
<0.1%
18.0
1
<0.1%
17.0
1
<0.1%
16.0
2
<0.1%
15.0
9
<0.1%
14.0
9
<0.1%
13.0
15
<0.1%
12.0
22
<0.1%
11.0
14
<0.1%
Amt_Elec
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Amt_Prepaid_Out_G1_L3M
0.64
Num_Elec
-0.63
Num_App
-0.28
Total_Num_Outflow_L3M
-0.26
Num_POS_Out_G1_L3M
-0.24
Amt_POS_Out_G1_L3M
0.24
Amt_Outflow_G1_L3M
0.22
Total_Amt_Inflow_L3M
-0.20
Num_Prepaid_Out_G1_L3M
-0.20
Total_Amt_Outflow_L3M
0.20
Amt_Airtime
0.20
Num_Pmt_Out_G1_L3M
-0.19
Amt_RTC_Out_G1_L3M
0.19
Num_RTC_Out_G1_L3M
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Has_Deed
0.14
Num_Accounts_CC
0.12
C_Telephones
0.11
Num_Accounts_Veh
0.10
ALL_Max_Delq_Ever
0.09
VirtualCardTake-up
0.06
Thin_File_Flag
0.06
Enquiry_Only_Flag
0.05
TAB1
0.05
TAB5
0.04
TAB10
0.02
MOST FREQUENT VALUES
0.0
35,562
81.7%
-30.0
849
1.9%
-100.0
674
1.5%
-60.0
580
1.3%
-50.0
504
1.2%
-150.0
498
1.1%
-200.0
472
1.1%
-300.0
319
0.7%
-250.0
252
0.6%
-500.0
212
0.5%
-400.0
185
0.4%
-90.0
171
0.4%
-120.0
142
0.3%
-80.0
120
0.3%
-600.0
118
0.3%
SMALLEST VALUES
-13500.0
1
<0.1%
-8350.0
1
<0.1%
-7800.0
1
<0.1%
-7100.0
1
<0.1%
-7000.0
1
<0.1%
-6980.0
1
<0.1%
-6000.0
1
<0.1%
-5250.0
1
<0.1%
-4750.0
1
<0.1%
-4600.0
1
<0.1%
-4590.0
1
<0.1%
-4400.0
1
<0.1%
-4260.0
1
<0.1%
-4000.0
5
<0.1%
-3750.0
1
<0.1%
LARGEST VALUES
0.0
35,562
81.7%
-10.0
7
<0.1%
-14.0
1
<0.1%
-15.0
1
<0.1%
-17.0
1
<0.1%
-20.0
7
<0.1%
-29.0
1
<0.1%
-30.0
849
1.9%
-31.0
1
<0.1%
-32.0
2
<0.1%
-34.0
1
<0.1%
-35.0
9
<0.1%
-36.0
3
<0.1%
-37.0
2
<0.1%
-38.0
1
<0.1%
Num_Airtime
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Prepaid_Out_G1_L3M
0.88
Amt_Airtime
-0.74
Total_Num_Outflow_L3M
0.60
Num_App
0.58
Amt_Prepaid_Out_G1_L3M
-0.54
Num_Pmt_Out_G1_L3M
0.36
Num_POS_Out_G1_L3M
0.31
Num_Inflow_G1_L3M
0.28
Num_Pmt_In_G1_L3M
0.24
Total_Num_Inflow_L3M
0.23
Amt_POS_Out_G1_L3M
-0.23
Num_CW_ATM_Out_G1_L3M
0.23
Num_Elec
0.23
TAB9
-0.19

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.13
C_Telephones
0.10
Thin_File_Flag
0.09
Num_Accounts_Veh
0.08
Enquiry_Only_Flag
0.05
Num_Accounts_CC
0.04
TAB1
0.03
VirtualCardTake-up
0.03
Has_Deed
0.02
TAB5
0.02
TAB10
0.02
MOST FREQUENT VALUES
0.0
14,380
33.0%
1.0
3,822
8.8%
2.0
3,380
7.8%
3.0
2,911
6.7%
4.0
2,467
5.7%
5.0
2,173
5.0%
6.0
1,831
4.2%
7.0
1,700
3.9%
8.0
1,410
3.2%
9.0
1,227
2.8%
10.0
1,008
2.3%
11.0
844
1.9%
12.0
783
1.8%
13.0
656
1.5%
14.0
572
1.3%
SMALLEST VALUES
0.0
14,380
33.0%
1.0
3,822
8.8%
2.0
3,380
7.8%
3.0
2,911
6.7%
4.0
2,467
5.7%
5.0
2,173
5.0%
6.0
1,831
4.2%
7.0
1,700
3.9%
8.0
1,410
3.2%
9.0
1,227
2.8%
10.0
1,008
2.3%
11.0
844
1.9%
12.0
783
1.8%
13.0
656
1.5%
14.0
572
1.3%
LARGEST VALUES
136.0
1
<0.1%
121.0
1
<0.1%
120.0
1
<0.1%
108.0
1
<0.1%
103.0
1
<0.1%
102.0
1
<0.1%
93.0
2
<0.1%
92.0
3
<0.1%
91.0
1
<0.1%
89.0
2
<0.1%
88.0
1
<0.1%
86.0
1
<0.1%
84.0
2
<0.1%
83.0
2
<0.1%
82.0
1
<0.1%
Amt_Airtime
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_Airtime
-0.74
Amt_Prepaid_Out_G1_L3M
0.73
Num_Prepaid_Out_G1_L3M
-0.67
Num_App
-0.57
Total_Num_Outflow_L3M
-0.56
Num_Pmt_Out_G1_L3M
-0.38
Amt_POS_Out_G1_L3M
0.35
Num_POS_Out_G1_L3M
-0.35
Amt_Outflow_G1_L3M
0.29
Num_Inflow_G1_L3M
-0.27
Total_Amt_Outflow_L3M
0.27
Total_Amt_Inflow_L3M
-0.26
Total_Num_Inflow_L3M
-0.23
Amt_Pmt_Out_G1_L3M
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
C_Telephones
0.13
ALL_Max_Delq_Ever
0.13
Num_Accounts_Veh
0.13
Thin_File_Flag
0.09
Num_Accounts_CC
0.08
Enquiry_Only_Flag
0.06
VirtualCardTake-up
0.06
Has_Deed
0.05
TAB1
0.02
TAB10
0.01
TAB5
0.01
MOST FREQUENT VALUES
0.0
14,380
33.0%
-12.0
1,122
2.6%
-24.0
671
1.5%
-30.0
621
1.4%
-60.0
465
1.1%
-50.0
410
0.9%
-36.0
401
0.9%
-100.0
360
0.8%
-72.0
333
0.8%
-42.0
322
0.7%
-20.0
306
0.7%
-48.0
275
0.6%
-54.0
241
0.6%
-150.0
229
0.5%
-90.0
219
0.5%
SMALLEST VALUES
-8130.0
1
<0.1%
-6466.0
1
<0.1%
-6145.47
1
<0.1%
-5580.0
1
<0.1%
-5372.0
1
<0.1%
-5325.0
1
<0.1%
-5009.0
1
<0.1%
-4977.0
1
<0.1%
-4549.0
1
<0.1%
-4500.0
1
<0.1%
-4444.0
1
<0.1%
-4163.0
1
<0.1%
-4130.0
1
<0.1%
-4100.0
2
<0.1%
-3996.0
1
<0.1%
LARGEST VALUES
0.0
14,380
33.0%
-5.0
1
<0.1%
-12.0
1,122
2.6%
-13.0
22
<0.1%
-14.0
28
<0.1%
-15.0
163
0.4%
-16.0
14
<0.1%
-17.0
47
0.1%
-18.0
13
<0.1%
-19.0
17
<0.1%
-20.0
306
0.7%
-21.0
4
<0.1%
-22.0
12
<0.1%
-23.0
8
<0.1%
-24.0
671
1.5%
CW1
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_POS_Out_G1_L3M
0.18
TAB9
-0.15
Total_Num_Outflow_L3M
0.15
Num_CW_ATM_Out_G1_L3M
0.15
TAB8
-0.14
TAB7
-0.12
Amt_POS_Out_G1_L3M
-0.12
CS3
0.10
Amt_CW_ATM_Out_G1_L3M
-0.10
Num_Airtime
0.09
Num_Prepaid_Out_G1_L3M
0.09
Amt_Airtime
-0.08
Num_App
0.08
Num_Inflow_G1_L3M
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.05
C_Telephones
0.04
Thin_File_Flag
0.04
VirtualCardTake-up
0.03
Num_Accounts_Veh
0.03
Enquiry_Only_Flag
0.02
Num_Accounts_CC
0.02
Has_Deed
0.01
TAB1
0.01
TAB10
0.00
TAB5
0.00
MOST FREQUENT VALUES
-99.0
7,572
17.4%
0.0
7,442
17.1%
1.0
16
<0.1%
0.0815
13
<0.1%
2.5
12
<0.1%
5.0
12
<0.1%
1.6666
11
<0.1%
10.0
11
<0.1%
0.0258
11
<0.1%
0.0332
10
<0.1%
0.0399
10
<0.1%
0.0257
10
<0.1%
0.0312
10
<0.1%
0.5
9
<0.1%
0.0661
9
<0.1%
SMALLEST VALUES
-99.0
7,572
17.4%
0.0
7,442
17.1%
0.0005
1
<0.1%
0.0008
1
<0.1%
0.001
1
<0.1%
0.0011
1
<0.1%
0.0013
1
<0.1%
0.0014
1
<0.1%
0.0016
1
<0.1%
0.0018
2
<0.1%
0.0019
1
<0.1%
0.002
1
<0.1%
0.0021
1
<0.1%
0.0022
1
<0.1%
0.0023
1
<0.1%
LARGEST VALUES
7500.0
1
<0.1%
3200.0
1
<0.1%
886.0
1
<0.1%
885.7734
1
<0.1%
820.0
1
<0.1%
740.0
1
<0.1%
672.9699
1
<0.1%
648.0
1
<0.1%
598.6137
1
<0.1%
570.0
1
<0.1%
552.3809
1
<0.1%
500.5005
1
<0.1%
487.5
1
<0.1%
466.6666
1
<0.1%
465.0
1
<0.1%
CS1
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CS2
0.85
CS3
0.77
Num_CW_ATM_Out_G1_L3M
0.41
CS4
0.33
Amt_CW_ATM_Out_G1_L3M
-0.32
TAB7
-0.18
TAB8
-0.14
Num_POS_Out_G1_L3M
-0.14
TAB9
-0.11
Amt_POS_Out_G1_L3M
0.10
Num_CNP_Out_G1_L3M
-0.10
Num_App
-0.08
ALL_Perc_Satisf_To_Open_Trades
-0.07
Num_RTC_Out_G1_L3M
-0.07

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
VirtualCardTake-up
0.14
ALL_Max_Delq_Ever
0.11
TAB1
0.11
Num_Accounts_Veh
0.09
Num_Accounts_CC
0.08
TAB5
0.07
Has_Deed
0.07
TAB10
0.06
C_Telephones
0.05
Thin_File_Flag
0.04
Enquiry_Only_Flag
0.01
MOST FREQUENT VALUES
0.0
25,827
59.3%
1.0
9,397
21.6%
2.0
4,264
9.8%
3.0
1,926
4.4%
4.0
1,060
2.4%
5.0
518
1.2%
6.0
264
0.6%
7.0
129
0.3%
8.0
58
0.1%
9.0
36
<0.1%
10.0
22
<0.1%
12.0
13
<0.1%
11.0
12
<0.1%
14.0
7
<0.1%
13.0
4
<0.1%
SMALLEST VALUES
0.0
25,827
59.3%
1.0
9,397
21.6%
2.0
4,264
9.8%
3.0
1,926
4.4%
4.0
1,060
2.4%
5.0
518
1.2%
6.0
264
0.6%
7.0
129
0.3%
8.0
58
0.1%
9.0
36
<0.1%
10.0
22
<0.1%
11.0
12
<0.1%
12.0
13
<0.1%
13.0
4
<0.1%
14.0
7
<0.1%
LARGEST VALUES
31.0
2
<0.1%
18.0
2
<0.1%
17.0
2
<0.1%
16.0
1
<0.1%
15.0
2
<0.1%
14.0
7
<0.1%
13.0
4
<0.1%
12.0
13
<0.1%
11.0
12
<0.1%
10.0
22
<0.1%
9.0
36
<0.1%
8.0
58
0.1%
7.0
129
0.3%
6.0
264
0.6%
5.0
518
1.2%
CS2
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CS1
0.85
CS3
0.83
Num_CW_ATM_Out_G1_L3M
0.39
CS4
0.29
Amt_CW_ATM_Out_G1_L3M
-0.17
TAB7
-0.17
Num_POS_Out_G1_L3M
-0.16
Amt_POS_Out_G1_L3M
0.13
TAB8
-0.13
Num_CNP_Out_G1_L3M
-0.09
Num_App
-0.09
Amt_Prepaid_Out_G1_L3M
0.09
TAB9
-0.09
ALL_Perc_Satisf_To_Open_Trades
-0.09

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
VirtualCardTake-up
0.11
TAB1
0.10
Num_Accounts_Veh
0.10
ALL_Max_Delq_Ever
0.10
Num_Accounts_CC
0.10
Has_Deed
0.09
TAB5
0.07
TAB10
0.06
Thin_File_Flag
0.02
C_Telephones
0.02
Enquiry_Only_Flag
0.01
MOST FREQUENT VALUES
0.0
26,497
60.8%
1.0
9,083
20.9%
2.0
4,079
9.4%
3.0
1,879
4.3%
4.0
955
2.2%
5.0
484
1.1%
6.0
250
0.6%
7.0
120
0.3%
8.0
71
0.2%
9.0
49
0.1%
10.0
32
<0.1%
12.0
19
<0.1%
11.0
15
<0.1%
13.0
7
<0.1%
15.0
2
<0.1%
SMALLEST VALUES
0.0
26,497
60.8%
1.0
9,083
20.9%
2.0
4,079
9.4%
3.0
1,879
4.3%
4.0
955
2.2%
5.0
484
1.1%
6.0
250
0.6%
7.0
120
0.3%
8.0
71
0.2%
9.0
49
0.1%
10.0
32
<0.1%
11.0
15
<0.1%
12.0
19
<0.1%
13.0
7
<0.1%
14.0
1
<0.1%
LARGEST VALUES
36.0
1
<0.1%
35.0
1
<0.1%
20.0
1
<0.1%
15.0
2
<0.1%
14.0
1
<0.1%
13.0
7
<0.1%
12.0
19
<0.1%
11.0
15
<0.1%
10.0
32
<0.1%
9.0
49
0.1%
8.0
71
0.2%
7.0
120
0.3%
6.0
250
0.6%
5.0
484
1.1%
4.0
955
2.2%
CS3
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CS2
0.83
CS1
0.77
Num_CW_ATM_Out_G1_L3M
0.54
CS4
0.27
Amt_CW_ATM_Out_G1_L3M
-0.23
TAB7
-0.21
TAB8
-0.18
TAB9
-0.15
CW1
0.10
Amt_POS_Out_G1_L3M
0.10
InsufFunds
0.10
ALL_Avg_Months_On_Book
-0.09
ALL_Perc_Satisf_To_Open_Trades
-0.08
Num_Inflow_G1_L3M
0.08

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
TAB1
0.13
VirtualCardTake-up
0.10
ALL_Max_Delq_Ever
0.10
Num_Accounts_CC
0.10
Num_Accounts_Veh
0.09
Has_Deed
0.09
TAB5
0.09
TAB10
0.07
Thin_File_Flag
0.03
Enquiry_Only_Flag
0.02
C_Telephones
0.01
MOST FREQUENT VALUES
0.0
19,562
44.9%
1.0
9,362
21.5%
2.0
5,661
13.0%
3.0
3,277
7.5%
4.0
2,077
4.8%
5.0
1,307
3.0%
6.0
858
2.0%
7.0
514
1.2%
8.0
310
0.7%
9.0
208
0.5%
10.0
137
0.3%
11.0
79
0.2%
13.0
47
0.1%
12.0
43
<0.1%
14.0
25
<0.1%
SMALLEST VALUES
0.0
19,562
44.9%
1.0
9,362
21.5%
2.0
5,661
13.0%
3.0
3,277
7.5%
4.0
2,077
4.8%
5.0
1,307
3.0%
6.0
858
2.0%
7.0
514
1.2%
8.0
310
0.7%
9.0
208
0.5%
10.0
137
0.3%
11.0
79
0.2%
12.0
43
<0.1%
13.0
47
0.1%
14.0
25
<0.1%
LARGEST VALUES
44.0
1
<0.1%
42.0
1
<0.1%
33.0
1
<0.1%
31.0
1
<0.1%
28.0
1
<0.1%
27.0
1
<0.1%
24.0
1
<0.1%
23.0
1
<0.1%
22.0
2
<0.1%
21.0
2
<0.1%
20.0
6
<0.1%
19.0
5
<0.1%
18.0
12
<0.1%
17.0
11
<0.1%
16.0
13
<0.1%
CS4
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
CS1
0.33
CS2
0.29
CS3
0.27
Num_App
-0.20
Num_CW_ATM_Out_G1_L3M
0.17
Total_Num_Outflow_L3M
-0.17
Num_POS_Out_G1_L3M
-0.17
Amt_CW_ATM_Out_G1_L3M
-0.17
Num_Pmt_Out_G1_L3M
-0.16
Amt_Prepaid_Out_G1_L3M
0.13
ALL_Perc_Payments_2Years
-0.13
Amt_POS_Out_G1_L3M
0.12
Num_Accounts_All
-0.12
Amt_Airtime
0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
VirtualCardTake-up
0.16
Num_Accounts_CC
0.11
Num_Accounts_Veh
0.11
ALL_Max_Delq_Ever
0.08
Has_Deed
0.07
TAB1
0.07
TAB5
0.06
C_Telephones
0.05
TAB10
0.05
Enquiry_Only_Flag
0.04
Thin_File_Flag
0.03
MOST FREQUENT VALUES
0.0
11,452
26.3%
0.0118
30
<0.1%
0.0192
28
<0.1%
0.0071
27
<0.1%
0.0069
26
<0.1%
0.0096
26
<0.1%
0.0081
24
<0.1%
0.0048
23
<0.1%
0.0133
23
<0.1%
0.0151
23
<0.1%
0.0092
22
<0.1%
0.0047
22
<0.1%
0.0097
22
<0.1%
0.0088
22
<0.1%
0.0198
21
<0.1%
SMALLEST VALUES
0.0
11,452
26.3%
0.0002
5
<0.1%
0.0003
5
<0.1%
0.0004
5
<0.1%
0.0005
11
<0.1%
0.0006
4
<0.1%
0.0007
6
<0.1%
0.0008
6
<0.1%
0.0009
11
<0.1%
0.001
6
<0.1%
0.0011
9
<0.1%
0.0012
11
<0.1%
0.0013
12
<0.1%
0.0014
11
<0.1%
0.0015
12
<0.1%
LARGEST VALUES
29.7855
1
<0.1%
28.3768
1
<0.1%
17.4135
1
<0.1%
17.4084
1
<0.1%
16.9501
1
<0.1%
13.8224
1
<0.1%
13.6367
1
<0.1%
13.3377
1
<0.1%
12.4316
1
<0.1%
11.5522
1
<0.1%
11.2034
1
<0.1%
9.7929
1
<0.1%
9.3566
1
<0.1%
9.2835
1
<0.1%
9.0919
1
<0.1%
InsufFunds
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)
Num_CNP_Out_G1_L3M
0.15
Total_Num_Outflow_L3M
0.14
TAB7
-0.10
CS3
0.10
TAB8
-0.09
TAB9
-0.08
Num_CW_ATM_Out_G1_L3M
0.07
Total_Num_Inflow_L3M
0.07
Num_Inflow_G1_L3M
0.07
CS2
0.07
Num_POS_Out_G1_L3M
0.06
CS1
0.06
Num_App
0.06
Num_Pmt_In_G1_L3M
0.05

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ALL_Max_Delq_Ever
0.06
TAB1
0.05
VirtualCardTake-up
0.05
TAB5
0.04
TAB10
0.03
Num_Accounts_Veh
0.02
Has_Deed
0.02
Num_Accounts_CC
0.02
C_Telephones
0.02
Thin_File_Flag
0.02
Enquiry_Only_Flag
0.01
MOST FREQUENT VALUES
0.0
31,677
72.7%
1.0
5,654
13.0%
2.0
2,668
6.1%
3.0
1,242
2.9%
4.0
678
1.6%
5.0
406
0.9%
6.0
264
0.6%
7.0
157
0.4%
8.0
135
0.3%
9.0
101
0.2%
10.0
79
0.2%
11.0
61
0.1%
12.0
57
0.1%
13.0
55
0.1%
14.0
32
<0.1%
SMALLEST VALUES
0.0
31,677
72.7%
1.0
5,654
13.0%
2.0
2,668
6.1%
3.0
1,242
2.9%
4.0
678
1.6%
5.0
406
0.9%
6.0
264
0.6%
7.0
157
0.4%
8.0
135
0.3%
9.0
101
0.2%
10.0
79
0.2%
11.0
61
0.1%
12.0
57
0.1%
13.0
55
0.1%
14.0
32
<0.1%
LARGEST VALUES
76.0
2
<0.1%
67.0
1
<0.1%
65.0
1
<0.1%
60.0
1
<0.1%
59.0
2
<0.1%
58.0
1
<0.1%
57.0
1
<0.1%
56.0
1
<0.1%
54.0
2
<0.1%
52.0
1
<0.1%
51.0
1
<0.1%
47.0
2
<0.1%
44.0
1
<0.1%
43.0
1
<0.1%
41.0
3
<0.1%
VirtualCardTake-up
MISSING:
---
TOP CATEGORIES
1
22,638
52%
0
20,908
48%
ALL
43,546
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
VirtualCardTake-up
PROVIDES INFORMATION ON...
Num_Accounts_Veh
0.01
Num_Accounts_CC
0.01
Has_Deed
0.00
C_Telephones
0.00
ALL_Max_Delq_Ever
0.00
TAB1
0.00
Enquiry_Only_Flag
0.00
TAB10
0.00
TAB5
0.00
Thin_File_Flag
0.00

THESE FEATURES
GIVE INFORMATION
ON VirtualCardTake-up:
Num_Accounts_CC
0.01
Num_Accounts_Veh
0.01
ALL_Max_Delq_Ever
0.00
C_Telephones
0.00
Has_Deed
0.00
Enquiry_Only_Flag
0.00
TAB1
0.00
TAB10
0.00
TAB5
0.00
Thin_File_Flag
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
VirtualCardTake-up
CORRELATION RATIO WITH...
Num_App
0.19
Num_CNP_Out_G1_L3M
0.18
CS4
0.16
Num_CW_ATM_Out_G1_L3M
0.15
Amt_CW_ATM_Out_G1_L3M
0.15
CS1
0.14
Num_POS_Out_G1_L3M
0.14
Num_USSD
0.13
CS2
0.11
Num_RTC_Out_G1_L3M
0.11
CS3
0.10
Total_Num_Outflow_L3M
0.09
Num_Pmt_Out_G1_L3M
0.08
Num_Elec
0.07